-
-

Deep Learning with TensorFlow:
Tutorials for modeling LULC.#

+
+

Deep Learning with TensorFlow:
Tutorials for Earth Science Applications.#

Authored by Development Seed engineers Lillianne Thomas and Ryan Avery

These materials are designed to provide TensorFlow expertise via tutorials and science support, vis a vis suggestions for acquisition and processing of data inputs, training, testing, and evaluation of TensorFlow models as well as different TensorFlow / deep learning techniques demoed in Colab notebooks using real data.

diff --git a/objects.inv b/objects.inv index e9ef5503b88381a065809d9baf809ecdcf13d9bb..a4fe96658a30cf64a7e57c77ebd0f27822a00929 100644 GIT binary patch delta 2974 zcmV;P3t{w<7?K!}l7DH7#a;-sMBCg*qDG{gxL5NayDv9Svfociw&eJbG}*=81hz%~ z|M#B{iioV539EF*$7;fijXx%0BooH>S*#<|J(I@hY+r;T%jA7$YSZM^Pwbmilc_a( zY@`JKiUpNUAXJzpVVvxucbeHkhv#SE#YK2@<_QbM(}Y)dPk+>;EF>EjI%QL9bMvv= zotCM{cqB6`3mJEW3Pd9BGigN;O}8=piwGl~=Auy9B&5U2%E*GgsYU98(1o1L zub=C%qB|H7IytE*hD0s=to0<3;lRzwTF?yfTy#-`F1Dl%l& z?kLfdE(|p7-c5z&%J3Cx-5}E0Oedv_C0Nx?abHDG3ai1A1k+B#~Tn0hh=#T@8?P7{d|A?VSLaV3n}+I0a49W zF1O0^u5xfIGouR=j>|0a-sC_@yNJf7r?@+ef)9uAjpVxmtHgOb`60984p9gK3Ij(n zf)OUrzckwb{TzyTCZLHp6nUPg$UFB^*W_=|>wi~eNZ&^_bv9U#_ZZI*SV$fs>9BJZ z724>rWrNGXP9ZpSWvaA2Okp_cquT`wlV=JSsPSL_{)XEg5??cB>bOL&GW?xNJJU zUVmbLg1HkbOefNYc_JWscyT&7Io-@}^<*Vr6ybo=SgMUs5xa6{n5PEg+G#RJGBz?5 zxoL49RWjT-k3UKDUHBW4ve|@T)A{v6FHfxoA-+LNA#iBCtv z@LI%5WcFAT2+a+QA92-#S}!B}y;RXHGJjQJ88Q=_NNsWiFI+sTgLdYEHh5D0*#P&E ziED!f(X%zAIH~VCX&MiXDpF0v2O|7@d>mfQ?Nn#|tJ9`qT%#D{5V2a1`f-;%@&>We zP;b!y=2C1GVBV<5*@V)Ir_4Y)_@Pc=6Yi(A8tfaI1lQrXE`jBRo++whzu?K7rGL~s zvs0u#v}dT)sdJd~GpBwpjvg6V_?DWHL4RqA^In8`A#-PGO1nl*Qe-xNdc6SKu6W2- zg{GuJik533IFOW3GPDe=#nYK%WA1)G3h7z>sKq<{LLKe~%)9P+;KR+38l4Hk@WL0I zi>lzXAVzKKU)9YfP!CV;gi+P%n}0%NhI~X){Qa$*Oi0-$B9bd{*F^R~gmNa5a+`5m zXFQtY>N^-LfDN0#(6h^=rGpQoZjq3toqH!LMY|q5m)XR4%N38~$UpXas2=a|reM>M zG(daN8k9Dm+J4F78q^2c^OKwYmh=hZks6ONY-aXB?{y;#+7^5mqV-A=Tz~U(V=)gN zHRnAB{#NL%h-2ab^mqY%r2;WqLpKZPY7O*J1IaZMX_p@SI8h!=U{y36uBuTZXq-^% zR2)@=L3NQWrt@4DpeE8#=bKW@BW_kTzdF_EU&p97+?HPVK)Sp}gD>+>g59nC258#` zfmR<>onkGT4>L0IIko$2F@KNjF{@I^k>qJ+5Xg{oqpFMmS`ri2!zQhMQ1zkJH-AZC zRC{>C{aPo3W~e!cOF=#|c2mu#-q5}f4*gt6td=?m@SG;ca3rEz6xaMmwip!+-lB2h ze{=?=2UNOqF{yT26PYcAT(GKtts5?U3?{BOaEqYltblxrK_&7f*MC0>3e8EPv`nlT z!L^^eJUgu^vQLSI)?O0rEp^vh4cwX;fX4UZbytg$k9H8rP@sKF+3VH@B2|TUI|n#+ zccfwZu0H%VOs3gy)33*W?Y`**FJQ(qd2xL6qDo1$F=12|Gx>y74PD~POK14X+*b%$ zCJ}QKC^R>b+ga~l5q}-NpmSLkenoO4q4_0wU+vxILActKP)tQobk*wrdO1Abqt=-H zDrSORBF(U&EhGZrT;%LHR>%~cASIpCrg2m#v&?KhwfM1_xSD4Oi;CbAKX2Tlcxv$*wi=>bmk=+_UPQca*IQOBhARYm$CG=k)`h_uUd)R_Wg* z)-Vxs^cAq@kCZ1zf;$qtCV?5v&%|UpeU};a-BtE68%seMhtaynhgIV~gAa59zi*>W z60Gv1#q{DPU*7ygpH_Bwk6P|li@@d5me#lST_d76XavHJ2&r~6tw1ScQgYPgeEKA{UCXmCjkk`h-hOpF z!N+HYb&*$-Cq>eNMnB96(5H$^_|M3-J3rbP)MU6P^WW+AiY(jOy*zD3qwqm7{%u-n z8iH<+^j#`&1>{;H{kws4W!J)9(?ItoFd}_fEPuqm+H0T!&*^pI#P2p*qx`a5Rk_74 zM%wp2vTwlZN|{StuA+@qVQ8TX#d=pu9dQZ^U)Yhr>ai!wt|oC@M+dfXoTqCu8oWtihBbJK=pxZ)XTo+jmxFK^s^)n{vu(NW^5Y zuRtf0)`rVTB*|&o()i!%ot=Ar1;Bxs>cU2)eY<(g*!KE|q^~HjoZbQKFDUN65XD~L zny5tUTePgV&wYR8AaJak0|B3b4 z7+Q^i6_TS=QU^6$kY^X7nj^17al1#AO9}Rm9eoZa0Q&cU8MSYuRyD3{fc}Or)^5C7 zyKy)7@Z6P1F66tzcr@-E_72fk*zxWHxjF(j7DVncllOwgtkv-sb}dtf7xv@uGJk@J zJONx75-?* zguHyF?3}jymUdZ~^wMfI=V+bCY=1H@Gk(x_$=RnYQOp~=VtCwp zoL5ek26gTTFQ|XvW-4;%``jJDwXZ$)8oJME;CAA?Y0J~z_zXoMZgtj_i5G%vHkmwc UxAXP$=XR^{lD*r10L74oXR8g-82|tP delta 2974 zcmV;P3t{w<7?K!}l7C4Di@gwNiMF|sM2$!}@m$S=?7rMQ$$md6*^=W!(qtEV6WA8{ z|KEQ;C?c|ICalsKAFBy7HvXK5kxUrhXR(e<_e>h2vwabYERzqNsZEnNKd@h=noO

0-?e*3FBlJz0=GVIy^rMFD}BPGf!A3o+iAydw-%PWg*$P&?%c*o14$w z?zBur#v_?oS;)8}R3H-hkVz|wXu6HzUql$`G#7=+CLtYGRz?=|O)XL%gf66IeLQ5R zshCu(|NP@$w^=L;V?`F@c75>AKmN@|bCyU^WIC5wH0yvvjc2S9KztoUCyrJd(vg}; zrZTJ9k(4<*BYzYiRDp_n33Ri^N+V-d5_&cmurGh-!#+FcybnggM$=H{I+}iuncQ{0 zyne3ZGJ*M_9QTMB^}A%T1nN{}(y*z%XE5BHLB_)QiD3e^y;pXsGNv=h9JNjmCAy5A zVoIX772Uyz(8)~_C zc1MYxbYY-r_kJoYSB9@p>jsg|W;!WdEWxUFiu)>hR#**|B$ysE!R};{iG=AHEGRM< z9L%6e;Cg6dwo@rG&GUI0bqXnBd?!8~rMoigLJiW`t}U%Dlt{V+HC$qJ>^m(1{zs_w zy(nT63x6w2q!2^WDI0!WDr6Ly%z4?2J>Gz5I4sL!ct1}n@8|pDPve8$SV+0w35aU0 za=BHO50!&knHgP}a9n1Q_a+BQ+C?-rJ;mK&6nr>@ZzSIpSS8Ne$q$(wcZfm|P#8Fp z5sWZ_{-xOl=*LjRGXYJ+p~&+@Mc%oWx+Z^vUVpzSL;60dsk6a?yvKNkz(Vp6Nr#=Q zsL)1_EgM`8E}6YsuKFv0J@J92!>Hz-80% z^?wrk6U?1hVLFjE%o738!;90w$?0Z(t0yY~qX-9_#!_vBirAGq!#p(@*G`i;lChDg z$W4p;sFLBvdHhMD@55h^l+7j#o6fHndU=ZV96on;1;92-){l3RUr#)$(Vp}?Onf>T zhSwriBD2S$Kxl4Y{Di9>)Os1&Z>5UvkbkKP%aEDaL~4^Gc;Vtv9keqSw869T&jz?p zOk5i@h@Pz>#YuhFNz-_6RFP^TJ`my8nhltgB)K9zYkvE8y zhI)$zFqdMh0P{vY&L)&zJY@#b!FP2En{Yp`)nLD(NpKyG>k?RA=$WEA_7k4WS$|5+ zGdo4i)g>R`D8T6;7I3Gor7czI2rnGD1Bt>TPr`HRx?TUwd zRcJ~oq-ePof&)njB}2==T0EUOHsfqHy$Cyc6A-+vS$Gvp(Z;_q+eWJ1b55s_SpyC$+vB9t?cl-rEk zI^)qCSKq;40c_X=hMrv}EggI!b&G^F?c6(2Dcbeexy&ZUTdsH)PkJNaKVKcLjdaoN{(6->i5Up2|;D4H*8;g1H zq&e>?@V7#5MH~~4pvMd7D;0>@8oF6PS8Je;8c438NW1jlr-|}p0;{6oa8->OLF0s4 zr{bt0462K4F`ehK05y?@I^UFHo^Z3O`PHdL|2js!;kNX;2h!y=8hn|566|j6H$dAq z2(J)3ye4LSy&#B#Ki+_1!k6D#UjwDYrgFuFy8&zcl(2|(A9ye+AgQ^d$zWGZE zquS#e?$^@dIkymW@I%zcHB zWfCz*fr4xkxt%5c4S&($3p$r&;kP0;5}IF<_XXZ98-y!I3B^1M3D(-Um0I%wE$cEnMY_|J&?2T)!c0PAEPFdBBvk&H4e#b4V5jdEZhV@$ zc?M#UwL}De649Kf4g1%emJacf(vlzCd~X?quq!C&Vj?p2yDSipsGh)3nht*K9)G>< zeei$z{-?taJ%1-6wDpi{o$T5SuWl&M#RIGEc}Lm0ql8g(ye8@Ab6!92dEf25WtIM2 zVhs~9M=Jq)eouLFB)B8NYZ4gC{1{B8)AyNCzq?{SW@9NR<1pIr_^@i+XYhee;8$$4 zJc3o8wToWdB95Qyj9327qs_Q;OoW0)5eYD?8>?TC3a%W1l>&4|i-&vn?rx7xa3{80 z(`8@FRDWYA7@|FMs~2>NzEMOJ2aQ135h2w&rWGiKOiGTroKK&nwrhEI+j!B)>V;Rw z6MTARSQmLUc~T_pWc1^l0DY>sg#V0OyYs!BK~08xGXI@!ugJ2k-OKaFG729Q<6oww zrn%<^N#CUcS3s^M(!ZNASJo@+EzNN60wdDb#eYKlt5pUn@SNTtPW(EfHN7v(Rh3)( zE~I_$Gy4@-T`6;^%T=_oDh%y#p;+%~ZW3`};R}0nTTxl$T%vmj4DyRig?vHW4v7Rm z?;o!?M8A5{zo)e#6?&MykAVqUR+9s`6(SV?2ZDWFuAi?ZWs}9`r{PNg9ElyR?k>E8 zL4SV*>To#dbGQL|2Sp_b9FRGo`((`Blr@-AWGB3D>4gkoYWvQrENBBuXH!mD4T+cx z_6_J{(pqXci6l8qTN?jcy{2=|uK+kOQ(f4owC^{M8Qb3Ykn|M=mebmQe?f8ol_>TC z*F+^+-=Sr_d+Dn~dh2(B`C788x*Z&#C4V*5zUUH7+wlLn{WBDj#Ykk^hr``1{tv9r z#?WdEtdJa~k~*m2f;_tr)f{;xin~3kTuQKi?C5ha0nmR0%&2`MwW@Jt1N1k1v1#Mg zrj5I~hv%+Dav?t)#-nlXuy=^Q!j5+r$kh?Ju@iEanS2m5X049Duxpt*ys#gKmwypV z1}AYyho&cf={iw zEFu|{)cQG}EZVP>*8U&J(_bpRafDs}*&uvN*=m*Bq7pajFaP4)`&z(H+_sX!NFu|I z6Y}zzvU6JKLy7DdlU`bF;~cFMnSV{@WyTNsE;;*@C5m}teSEomWE6MK9Rt!&j zb@Rr_(xA>A;RW?uZl)rKzR%qeT>I8zZ=w5~25u+LyS6;-jn7aN;!bBxnHMOyW|PUw Uc01p`er>lJui3l(2e#9JF$8MJYybcN diff --git a/searchindex.js b/searchindex.js index 6e9c05e..91c2485 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["docs/Lesson1a_Intro_ML_NN_DL", "docs/Lesson1a_annex", "docs/Lesson2a_Intro_to_Google_Colab", "docs/Lesson2a_get_planet_NICFI", "docs/Lesson2b_Intro_TensorFlow_Keras", "docs/Lesson2b_annex", "docs/Lesson2c_Intro_TF2_Keras_TFDS_RadiantEarth", "docs/Lesson3_Intro_tensors_functions_datasets", "docs/Lesson4a_GEE_PythonAPI_TensorFlow_Regression", "docs/Lesson4b_Integrations_with_Google_Cloud_Platform", "docs/Lesson5a_prep_data_ML_segmentation", "docs/Lesson5b_deeplearning_segmentation_UNet", "docs/Lesson5c_segmentation_ViT", "docs/Lesson6a_evaluation", "docs/Lesson6b_dealing_with_limited_data", "docs/Lesson7a_comparing_CNN_architectures", "docs/Lesson7a_comparing_architectures", "docs/Lesson7b_comparing_RNN_transformer_architectures", "docs/Lesson7c_transfer_learning_hyperparam_opt", "docs/Lesson8_advanced_applications", "docs/appendix", "docs/index"], "filenames": ["docs/Lesson1a_Intro_ML_NN_DL.ipynb", "docs/Lesson1a_annex.ipynb", "docs/Lesson2a_Intro_to_Google_Colab.ipynb", "docs/Lesson2a_get_planet_NICFI.ipynb", "docs/Lesson2b_Intro_TensorFlow_Keras.ipynb", "docs/Lesson2b_annex.ipynb", "docs/Lesson2c_Intro_TF2_Keras_TFDS_RadiantEarth.ipynb", "docs/Lesson3_Intro_tensors_functions_datasets.ipynb", "docs/Lesson4a_GEE_PythonAPI_TensorFlow_Regression.ipynb", "docs/Lesson4b_Integrations_with_Google_Cloud_Platform.ipynb", "docs/Lesson5a_prep_data_ML_segmentation.ipynb", "docs/Lesson5b_deeplearning_segmentation_UNet.ipynb", "docs/Lesson5c_segmentation_ViT.ipynb", "docs/Lesson6a_evaluation.ipynb", "docs/Lesson6b_dealing_with_limited_data.ipynb", "docs/Lesson7a_comparing_CNN_architectures.ipynb", "docs/Lesson7a_comparing_architectures.ipynb", "docs/Lesson7b_comparing_RNN_transformer_architectures.ipynb", "docs/Lesson7c_transfer_learning_hyperparam_opt.ipynb", "docs/Lesson8_advanced_applications.ipynb", "docs/appendix.ipynb", "docs/index.md"], "titles": ["Introduction to machine learning, neural networks and deep learning", "Annex to introduction content", "Introduction to Google Colab", "Access and mosaic Planet NICFI monthly basemaps", "Introduction to TensorFlow 2 and Keras", "Introduction to TensorFlow and Keras", "TensorFlow 2 and Keras quickstart for geospatial computer vision", "Introduction to Tensors, TensorFlow Functions and TensorFlow Datasets", "Regression using TensorFlow with Google Earth Engine Python API", "What are cloud providers? Why might I need them for ML and Earth observation data?", "Processing earth observation data for semantic segmentation with deep learning", "Semantic segmentation with Convolutional Neural Networks", "Semantic segmentation with Vision Transformers, Hugging Face and TensorFlow", "Evaluating Semantic Segmentation Models", "Dealing with limited data for semantic segmentation", "Comparing Deep Learning Architectures for Different Computer Vision Tasks on Satellite Imagery", "Comparing deep learning architectures for different computer vision tasks on satellite imagery", "Comparing RNNs and Transformers for Imagery", "Transfer learning, fine-tuning and hyperparameter tuning", "TensorFlow advanced applications with deep learning object detection, time-series analysis", "Appendix", "Deep Learning with TensorFlow:
Tutorials for modeling LULC."], "terms": {"understand": [0, 1, 5, 7, 8, 9, 10, 13, 15, 16, 17, 18, 19], "fundament": [0, 7, 12, 14, 15, 16], "goal": [0, 1, 4, 5, 7, 8, 17, 18], "bit": [0, 10], "field": [0, 1, 10, 11, 14, 19], "s": [0, 1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17], "histori": [0, 6, 11, 12, 14, 17, 18], "gain": 0, "familiar": [0, 21], "mechan": [0, 8], "discuss": [0, 7, 13, 17, 18], "consider": [0, 14], "choos": [0, 1, 2, 3, 9, 18, 21], "particular": [0, 9, 15, 16, 17, 18, 19], "problem": [0, 1, 8, 10, 14, 15, 16, 17, 18, 19], "below": [0, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 15, 16, 17], "video": [0, 17], "record": 0, "oral": [], "lectur": [], "associ": [1, 4, 5, 6, 9, 10, 12, 13, 18], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "lesson": [0, 7, 8, 11, 14, 15, 16, 19], "It": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "wa": [0, 1, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "given": [0, 1, 2, 7, 8, 9, 10, 14, 15, 16, 17], "lilli": [0, 14], "thoma": [0, 21], "ml": [0, 1, 10, 11, 12, 14, 15, 16, 19], "engin": [0, 1, 9, 12, 21], "develop": [0, 1, 4, 5, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "seed": [0, 3, 7, 8, 10, 11, 13, 14, 17, 19, 21], "from": [0, 1, 2, 3, 4, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "ipython": [0, 3, 11, 12, 14], "displai": [0, 3, 6, 9, 10, 11, 12, 13], "import": [0, 1, 2, 3, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "youtubevideo": 0, "def": [0, 3, 6, 7, 8, 10, 11, 12, 14, 18], "display_yotube_video": [], "url": [0, 3, 6], "kwarg": [0, 12], "id_": 0, "split": [0, 1, 3, 6, 7, 8, 10, 11, 12, 18], "1": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18, 19], "return": [0, 1, 3, 4, 6, 7, 8, 10, 11, 12, 14, 17, 18], "http": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "www": [0, 3, 6, 7, 9, 11, 14, 18], "youtub": 0, "com": [0, 1, 2, 3, 4, 5, 8, 9, 11, 13, 14, 15, 16, 18, 19], "watch": 0, "v": [0, 10], "c3nipvd": 0, "zu": 0, "width": [0, 1, 2, 3, 7, 8, 10, 15, 16], "800": 0, "height": [0, 1, 2, 3, 7, 8, 10], "600": 0, "subset": [0, 1, 7, 9, 12], "artifici": [0, 1, 5], "intellig": [0, 1], "ai": [0, 1, 9, 15, 16, 17], "which": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "broad": [0, 1], "term": [0, 1, 7, 12, 14, 15, 16], "defin": [0, 1, 3, 4, 5, 6, 8, 9, 12, 14, 18, 19], "abil": [0, 1, 9, 14], "simul": [0, 1], "human": [0, 1, 4, 5, 14], "behavior": [0, 1, 7], "figur": [0, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19], "center": [0, 8, 13, 14, 17], "compar": [0, 1, 6, 10, 12, 13, 14, 18, 19], "tradit": [0, 1, 19], "program": [0, 1, 3, 4, 5, 6, 7, 9, 21], "offer": [0, 4, 5, 12], "time": [0, 1, 3, 5, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18], "save": [3, 5, 6, 8, 9, 10, 12, 13, 14], "behalf": [], "programm": [0, 1, 5], "manual": [0, 1, 14, 18], "interpret": [0, 1, 13, 14], "reduct": 0, "error": [0, 1, 2, 4, 5, 8, 15, 16, 19], "scalabl": [0, 4, 5, 9, 19], "decis": [0, 1, 10, 11, 17], "make": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 18, 19, 21], "still": [0, 1, 7, 8, 10, 11, 15, 16, 17, 18], "have": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "mani": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "role": [0, 1], "process": [0, 1, 2, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 21], "curat": [0, 1], "high": [0, 1, 9, 10, 13, 14, 15, 16, 17, 18, 19], "qualiti": [0, 1, 10, 12, 14, 19], "dataset": [0, 1, 3, 4, 8, 9, 13, 14, 15, 16, 17], "model": [0, 1, 2, 4, 5, 7, 9, 10, 15, 16, 19], "between": [0, 1, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "algorithm": [0, 8, 14, 18, 21], "evalu": [0, 1, 4, 8, 10, 11, 12, 14, 19, 21], "select": [0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18, 19, 21], "best": [0, 1, 2, 7, 8, 9, 10, 11, 14, 15, 16, 18], "There": [0, 1, 4, 5, 7, 8, 9, 10, 12, 14, 17, 18], "sever": [0, 1, 5, 7, 8, 12, 18], "subcategori": [0, 1], "monitor": [0, 9, 11, 18], "servic": [0, 9, 17, 19], "remot": [0, 14, 17], "sens": [0, 1, 17, 18], "we": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "typic": [0, 1, 7, 8, 9, 10, 13, 17, 18, 19], "concern": [0, 15, 16], "two": [0, 1, 4, 7, 8, 9, 10, 14, 15, 16, 17, 18], "supervis": [0, 1, 8, 13, 19], "involv": [0, 1, 5, 7, 9, 15, 16], "label": [0, 1, 3, 4, 6, 7, 8, 12, 17, 18, 19], "set": [0, 1, 2, 3, 4, 5, 6, 7, 9, 12, 15, 16, 18, 19, 21], "explicitli": [0, 1], "give": [1, 7, 17, 19], "exampl": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 18], "predict": [0, 1, 4, 6, 9, 10, 17, 19], "featur": [0, 1, 5, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17], "target": [0, 1, 4, 5, 8, 10, 11, 14, 18, 19], "attribut": [0, 1, 2, 6], "unsupervis": [0, 1], "task": [0, 1, 8, 9, 11, 12, 14, 17, 18, 19], "search": [1, 9, 18], "pattern": [0, 1, 7, 8], "without": [0, 1, 3, 4, 7, 8, 9, 18], "guidanc": [0, 1], "depth": [0, 1, 13, 15, 16, 18], "i": [0, 1, 3, 4, 5, 6, 8, 10, 11, 12, 13, 14, 17, 18], "e": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17], "layer": [0, 1, 4, 5, 6, 7, 8, 11, 15, 16, 17, 19], "connect": [0, 1, 2, 4, 5, 9, 11, 12, 14, 15, 16, 17, 18, 19], "stack": [4, 6, 8, 10, 11, 13, 15, 16], "multipl": [0, 1, 2, 4, 5, 7, 9, 10, 11, 14, 15, 16, 19], "unit": [1, 4, 5, 9, 13, 15, 16], "call": [0, 1, 4, 5, 7, 8, 9, 10, 13, 14, 15, 16, 17, 18], "neuron": [0, 1], "allow": [1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "complex": [0, 1, 4, 5, 7, 8, 9, 11, 14, 15, 16, 17, 19], "non": [0, 1, 4, 6, 7, 8, 10, 11, 15, 16, 18, 19], "linear": [0, 1, 4, 8, 15, 16, 18], "The": [0, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 21], "deepest": [0, 1], "onc": [0, 1, 3, 7, 8, 9, 10, 11], "can": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "infer": [0, 1, 4, 5, 8, 11, 15, 16, 17, 18, 19], "highli": [0, 1, 4, 5], "abstract": [0, 1, 4, 5, 7, 19], "concept": [0, 1, 17], "differenti": [0, 1, 3], "farm": 0, "forest": [0, 1, 6, 14, 18, 19], "satellit": [0, 1, 8, 9, 10, 11, 13, 14, 17, 18, 19, 21], "imageri": [0, 1, 6, 9, 10, 11, 13, 21], "requir": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "lot": [0, 1, 2, 7, 9, 10, 14], "usual": [0, 1, 7, 13, 18], "signific": [0, 1, 8, 9, 17, 18], "amount": [0, 1, 7, 8, 9, 12, 14, 15, 16, 18, 19], "power": [0, 1, 8, 9, 17, 19], "expens": [0, 1, 7, 18, 19], "depend": [0, 1, 4, 5, 6, 8, 9, 10, 11, 13, 17, 19], "scope": [0, 1], "ann": [0, 1], "specif": [0, 1, 4, 5, 6, 7, 8, 9, 10, 12, 17, 18, 19], "biolog": [0, 1], "inspir": [0, 1, 12], "class": [0, 1, 4, 6, 7, 8, 9, 10, 11, 12, 13, 18, 19], "thei": [0, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "after": [0, 1, 2, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "structur": [0, 1, 6, 7, 8, 12, 15, 16, 17, 18, 19], "function": [0, 2, 4, 5, 6, 8, 10, 11, 12, 13, 15, 16, 17, 18], "brain": [0, 1], "seer": [0, 1], "cancer": [0, 1], "gov": [0, 1], "anatomi": [0, 1], "nervou": [0, 1], "tissu": [0, 1], "html": [0, 1, 19, 21], "essenti": [0, 1, 9, 11], "weigh": [0, 1, 14], "evid": [0, 1], "respond": [0, 1], "feedback": [0, 1, 14], "By": [0, 1, 5, 7, 11, 17, 18], "vari": [0, 1, 4, 5, 8, 9, 12], "input": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 21], "valu": [0, 1, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "get": [0, 1, 2, 6, 7, 8, 9, 12, 14, 17], "differ": [0, 1, 4, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19, 21], "basic": [0, 1, 4, 5, 11, 13, 14, 17, 18], "towardsdatasci": [0, 1, 14], "beginn": [0, 1], "an": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 21], "d49f22d238f9": [0, 1], "In": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "group": [0, 1, 11, 18], "synaps": [0, 1], "travers": [0, 1], "interstiti": [0, 1], "space": [0, 1, 7, 9, 18], "one": [0, 1, 2, 4, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 19], "next": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18], "g": [0, 1, 2, 3, 4, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19], "all": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "imag": [0, 1, 3, 4, 6, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "valid": [0, 1, 4, 6, 7, 10, 11, 12, 14, 18], "A": [0, 1, 3, 4, 5, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "common": [0, 2, 6, 7, 8, 10, 11, 14, 15, 16, 17, 18, 19], "ratio": [0, 1, 6, 17, 18, 19], "70": [0, 1, 6, 10, 11, 18, 19], "20": [0, 1, 2, 3, 6, 7, 8, 10, 11, 18], "10": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18, 19], "percent": [0, 1], "If": [0, 1, 7, 9, 10, 11, 12, 14, 19], "randomli": [0, 1, 7, 8, 10, 11, 14, 15, 16, 18, 19], "check": [0, 1, 3, 6, 8, 9, 12, 18, 19], "exist": [0, 1, 2, 3, 5, 6, 8, 9, 10, 11, 12, 13, 14, 18], "well": [0, 1, 4, 5, 8, 9, 11, 12, 13, 14, 15, 16, 18, 19, 21], "repres": [0, 1, 5, 7, 8, 10, 11, 17, 18], "why": [0, 1, 18], "do": [0, 1, 2, 3, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18], "need": [0, 1, 2, 3, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "redund": [0, 1], "separ": [0, 1, 8, 14], "perform": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19], "becaus": [0, 1, 2, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "dure": [0, 1, 2, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18], "measur": [0, 1, 4, 5, 6, 8, 11, 12, 17, 18], "therefor": [0, 1, 3, 14, 15, 16, 18, 19], "inform": [0, 1, 4, 5, 10, 12, 13, 14, 15, 16, 17, 18, 19], "updat": [0, 1, 3, 6, 7, 15, 16, 17, 18, 21], "unbias": [0, 1], "new": [0, 1, 3, 7, 8, 9, 12, 13, 14], "wholli": [0, 1], "unseen": [0, 1], "cycl": [0, 1, 4, 7, 11], "where": [0, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 14, 17, 18, 19], "pass": [0, 1, 4, 7, 8, 9, 10, 11, 12, 15, 16, 19], "through": [0, 1, 4, 5, 7, 8, 9, 11, 12, 15, 16, 17, 18, 19], "relationship": [0, 1, 5, 8, 15, 16, 17], "made": [0, 1, 8, 9, 10, 14, 15, 16], "rel": [0, 1, 3, 4, 6, 9, 10, 11, 12, 14, 18, 19], "its": [0, 1, 2, 5, 8, 10, 11, 12, 15, 16, 17, 18], "true": [0, 1, 2, 3, 6, 8, 10, 11, 12, 13, 14, 18, 19], "feed": [0, 1], "happen": [0, 5, 7, 8, 9, 10, 18], "step": [0, 1, 4, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18, 19], "back": [0, 1, 8, 18], "first": [0, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17], "part": [0, 1, 2, 4, 5, 7, 13, 15, 16, 18, 19, 21], "gather": [0, 1, 12, 18], "knowledg": [0, 1, 14, 21], "second": [0, 7, 8, 15, 16, 18], "correct": [0, 1, 6, 9, 10, 13, 14, 15, 16, 19], "activ": [0, 4, 6, 7, 8, 11, 14, 15, 16, 17, 18], "decid": [0, 1, 17], "whether": [0, 1, 7, 8, 11, 12, 17, 18], "output": [0, 1, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "base": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "threshold": [0, 1, 13], "carri": [0, 1, 5], "weight": [0, 7, 11, 12, 14, 15, 16, 17, 18, 19], "control": [0, 1, 2, 7, 9, 10, 11, 14], "signal": [0, 1, 14], "strength": [0, 1], "consecut": [0, 1], "bias": [0, 11, 15, 16, 17, 18], "help": [0, 1, 2, 4, 5, 7, 8, 9, 10, 11, 13, 14, 17, 18], "determin": [0, 1, 7, 8, 10, 11, 17, 18, 19], "go": [0, 1, 3, 9, 15, 16, 19, 21], "As": [0, 1, 2, 4, 5, 7, 8, 11, 15, 16, 17, 18, 19], "condit": [0, 1, 7, 8, 18], "subject": [0, 1, 6, 18], "bia": [0, 1, 6], "further": [0, 1, 12, 18], "beyond": [0, 1, 11, 13, 15, 16], "current": [0, 1, 2, 8, 11, 14, 17], "fit": [0, 1, 4, 6, 7, 8, 9, 10, 12, 14, 18], "reduc": [0, 1, 4, 5, 8, 11, 15, 16, 18, 19], "each": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "rate": [0, 1, 4, 5, 6, 11, 12, 15, 16, 18], "how": [0, 1, 3, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18], "much": [0, 1, 4, 5, 7, 9, 11, 13, 15, 16, 17, 18], "want": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 18, 19], "chang": [0, 1, 2, 3, 6, 7, 10, 11, 14, 15, 16, 18], "respons": [0, 1, 3, 8, 9], "estim": [0, 1, 4, 5, 8, 11, 13, 14], "local": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19, 21], "vs": [0, 12], "global": [0, 1, 7, 9, 15, 16], "minimum": [0, 8, 15, 16], "optim": [0, 1, 4, 5, 6, 7, 8, 9, 11, 12, 14, 18, 19], "point": [0, 1, 7, 8, 12, 14, 15, 16, 17], "reach": 0, "batch": [0, 1, 4, 7, 8, 9, 10, 11, 12, 14, 17, 18, 19], "size": [0, 1, 2, 4, 7, 8, 9, 10, 11, 14, 15, 16, 18], "portion": [0, 1, 11, 18, 19], "our": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 17, 18, 19], "fed": [0, 1, 17], "state": [0, 1, 4, 5, 8, 12, 17, 18, 21], "otherwis": [0, 1, 4, 18], "number": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "sampl": [0, 1, 6, 7, 10, 11, 12, 15, 16, 17, 18, 19], "work": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 19], "befor": [0, 1, 3, 6, 7, 8, 9, 10, 11, 13, 18], "intern": [0, 1, 4, 5, 6, 15, 16, 17], "modul": [0, 2, 7, 10, 11, 13, 15, 16, 19], "detetmin": [], "iter": [0, 1, 3, 6, 8, 11, 14, 18], "within": [0, 1, 5, 8, 10, 11, 14, 17, 18, 19], "epoch": [0, 1, 4, 6, 7, 8, 11, 12, 14, 18], "when": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 13, 15, 16, 17, 18, 19], "aka": [0, 1], "entir": [0, 1, 3, 4, 9, 10, 14, 18], "ha": [0, 1, 2, 4, 6, 7, 8, 9, 11, 12, 13, 14, 17, 18, 19], "analyz": [0, 1], "relat": [0, 1, 2, 7, 11, 17, 18, 19], "necessarili": 0, "smaller": [0, 1, 7, 8, 9, 14, 15, 16, 18], "than": [0, 1, 2, 4, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19], "whole": [0, 1, 4, 7, 14, 18], "realli": [0, 1, 18], "your": [0, 1, 2, 3, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "order": [0, 1, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "loss": [0, 1, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 18], "minim": [0, 1, 3, 4, 5, 8, 13, 14, 18, 19], "produc": [0, 1, 2, 3, 4, 5, 6, 8, 11, 13, 15, 16, 17, 18, 19], "also": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "known": [0, 1, 7, 12, 15, 16, 18], "improv": [0, 1, 8, 11, 14, 15, 16, 18, 19], "curv": [0, 6, 11], "accuraci": [0, 1, 6, 8, 11, 12, 14, 15, 16, 18, 19], "metric": [0, 1, 4, 5, 6, 7, 8, 11, 13, 14, 18], "For": [0, 1, 2, 5, 6, 7, 8, 9, 12, 13, 15, 16, 17, 18, 19, 21], "pixel": [0, 1, 8, 10, 11, 13, 15, 16, 17, 19], "comparison": [0, 1, 4, 17, 19], "agreement": [0, 1], "note": [0, 2, 5, 6, 7, 8, 9, 11, 12, 15, 16, 19], "classif": [0, 1, 6, 8, 10, 11, 13, 15, 16, 17], "classifi": [0, 1, 6, 11, 13, 14, 18], "cloud": [0, 1, 3, 8], "detect": [0, 1, 9, 10, 14, 15, 16], "identifi": [0, 1, 10, 11, 13, 14], "locat": [0, 1, 2, 3, 7, 8, 9, 10, 14, 15, 16], "them": [0, 1, 2, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 21], "bound": [0, 1, 3, 9, 17, 19], "box": [0, 1, 3, 9, 11, 17, 19], "car": [0, 1], "plane": [0, 1], "individu": [0, 1, 12, 13, 17, 19], "land": [0, 1, 6, 9, 11, 12, 13, 14, 15, 16, 17, 18], "cover": [0, 1, 2, 6, 7, 8, 12, 15, 16, 17, 18, 19], "instanc": [0, 1, 9], "both": [0, 1, 2, 4, 5, 7, 8, 9, 11, 14, 15, 16, 19], "membership": [0, 1, 14], "uniqu": [0, 1, 10, 11, 12, 14, 18, 21], "agricultur": [0, 1, 10, 11, 14, 19], "polygon": [0, 1, 8, 9, 10, 11, 14, 19], "gener": [0, 1, 2, 8, 9, 12, 13, 14, 17, 18, 21], "adversari": [0, 1], "synthet": [0, 1, 7, 10, 11], "creat": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "real": [0, 1, 7, 8, 9, 15, 16, 19, 21], "ones": [0, 1, 7, 8, 12], "landscap": [0, 1], "abov": [7, 8, 9, 10, 11, 12, 14, 17, 18, 19], "cnn": [0, 1, 12, 14, 15, 16, 17], "plai": [0, 1, 2, 21], "larg": [0, 1, 4, 5, 7, 9, 14, 15, 16, 17, 18, 19], "advanc": [0, 17, 21], "let": [0, 1, 2, 7, 8, 9, 10, 11, 12, 13, 14, 19], "dive": [0, 15, 16, 17], "convnet": [0, 1, 8], "organ": [0, 1, 2, 11], "visual": [0, 1, 4, 5, 6, 7, 8, 15, 16, 18, 19], "cortex": [0, 1], "stimuli": [0, 1], "constrain": [0, 1, 8, 18, 19], "region": [0, 1, 8, 9, 19], "recept": [0, 1], "overlap": [0, 1, 3, 19], "account": [0, 1, 9, 17, 18, 19, 21], "area": [0, 1, 8, 14, 17], "matrix": [0, 1, 4, 5, 6, 7, 13], "per": [0, 1, 8, 9, 10, 11, 15, 16, 18, 19], "variou": [0, 1, 4, 5, 18], "aspect": [0, 1, 7, 13, 17, 18, 19], "move": [0, 1, 6, 8, 11, 12, 13, 14, 17, 18], "convolv": 0, "veri": [0, 1, 10, 11, 14, 15, 16, 17, 18, 19], "littl": [0, 1], "pre": [0, 1, 2, 4, 6, 8, 9, 10, 11, 17, 19], "other": [0, 1, 2, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "method": [0, 1, 2, 5, 6, 7, 9, 11, 12, 13, 17, 18], "upfront": [0, 1], "remov": [0, 1, 3, 6, 7, 9, 10, 11, 12, 17], "rather": [0, 1, 7, 8, 9, 10, 15, 16, 17], "own": [0, 1, 2, 8, 9, 11, 12, 14, 15, 16], "provid": [0, 1, 2, 4, 5, 6, 8, 10, 11, 12, 13, 18, 21], "enough": [0, 1, 9, 17], "kernal": 1, "over": [0, 1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "intuit": [0, 1, 7, 11, 13, 18], "1f6f42faee1": [0, 1], "act": [0, 1], "left": [0, 1, 2, 7, 8, 11, 14, 21], "right": [0, 1, 2, 8, 13, 18, 21], "top": [0, 1, 2, 9, 11, 17, 21], "bottom": [0, 1, 18], "content": [0, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19, 21], "mai": [0, 1, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19, 21], "edg": [0, 1, 5, 7, 8, 14, 18, 19], "shape": [0, 1, 3, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 18], "refer": [1, 2, 5, 7, 8, 10, 11, 13, 14, 18], "shift": [0, 1, 7, 14, 15, 16, 17], "navig": [0, 1, 2, 8, 9, 11], "combin": [0, 1, 7, 8, 10, 15, 16, 18], "third": [0, 1, 4], "result": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "merg": [0, 1, 3, 8, 9, 10, 18], "theano": 1, "pymc": 1, "readthedoc": 1, "io": [1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "en": [1, 3], "latest": 1, "tutori": [0, 1, 2, 7, 8, 9, 11, 12, 13, 18], "conv_arithmet": 1, "often": [0, 1, 5, 8, 10, 14, 18], "dimens": [0, 1, 8, 9, 13, 15, 16, 17, 19], "channel": [0, 1, 7, 10, 11, 12, 14, 15, 16, 19], "case": [0, 1, 5, 6, 7, 8, 11, 14, 17, 18, 19], "optic": [0, 1, 10], "red": [0, 1, 8, 10, 12], "green": [0, 1, 10, 12], "blue": [0, 1, 8, 10, 12, 13], "same": [0, 1, 2, 5, 7, 8, 10, 11, 14, 17, 18, 19], "sum": [0, 1, 13], "dot": [0, 1], "product": [0, 1, 3, 6, 7, 10, 18], "across": [0, 1, 5, 7, 8, 11, 12, 15, 16, 17, 18, 19], "3": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "map": [0, 1, 2, 3, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "default": [0, 7, 9, 18], "origin": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 18, 19], "progress": [0, 1, 11, 18], "downsiz": [0, 1], "multi": [0, 1, 4, 5, 6, 8, 9, 10, 14, 15, 16, 18, 19], "To": [0, 1, 2, 6, 7, 8, 9, 11, 13, 14, 17, 18], "maintain": [0, 1, 12, 15, 16, 17], "spatial": [0, 1, 7, 10, 15, 16], "border": [0, 1], "zero": [0, 1, 6, 7, 8, 10, 11], "ad": [0, 1, 2, 7, 9, 11, 15, 16, 18], "match": [0, 1, 3, 7, 8, 10, 13, 19], "pair": [0, 1, 10, 11, 14], "demonstr": [0, 1, 8, 10, 11, 12, 14, 17, 18, 19], "categori": [1, 13, 14, 19], "illeg": 1, "gold": 1, "mine": [1, 14, 19], "mean": [0, 1, 5, 7, 8, 9, 10, 11, 12, 15, 16, 18], "divis": [0, 1], "distil": [0, 1], "encod": [0, 1, 7, 8, 11, 12, 19], "decod": [0, 1, 7, 8, 11, 12, 19], "logic": [0, 1], "take": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "translat": [0, 1, 7], "form": [0, 1, 4, 5, 10, 11, 14, 21], "great": [0, 1, 9, 17, 19], "illustr": [0, 1, 9, 14, 17], "ronneberg": [0, 11], "et": [0, 8, 11, 19], "al": [0, 8, 11, 19], "2015": [0, 4, 5, 8], "fig": [0, 1, 6, 8, 13, 14, 18], "13": [0, 6, 7, 10, 11, 12, 18, 19], "side": [0, 1, 7, 8], "consist": [0, 1, 4, 5, 7, 11], "follow": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "relu": [0, 1, 6, 8, 15, 16, 17, 18, 19], "max": [0, 1, 6, 8, 10, 11, 13, 15, 16, 18, 19], "pool": [0, 1, 15, 16, 19], "represent": [0, 1, 7, 17, 18, 19], "scale": [0, 1, 8, 9, 10, 11, 15, 16, 17, 18, 19], "most": [0, 1, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "extract": [0, 1, 6, 8, 10, 11, 13, 14], "design": [0, 1, 4, 5, 6, 8, 12, 15, 16, 21], "diagram": [0, 1, 4, 5, 7, 9, 11], "project": [0, 1, 3, 8, 9, 12, 14], "discrimin": [0, 1], "onto": [0, 1, 11, 14], "render": [0, 1, 17], "dens": [0, 1, 6, 7, 14, 18], "deconvolut": [0, 1, 11], "concaten": [0, 1, 8, 10, 11, 13], "regular": [0, 1, 7, 15, 16, 17], "final": [0, 1, 8, 9, 11, 13, 15, 16, 17, 18], "wise": [0, 1, 6, 7, 8, 11, 15, 16, 17], "cell": [0, 1, 3, 8, 10, 11, 12, 17], "induc": [0, 1], "intak": [0, 1], "remap": [0, 1], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 11, 13, 14, 17, 18, 21], "posit": [0, 1, 10, 13, 14, 19], "stai": [0, 1], "exactli": [0, 1], "neg": [0, 1, 7, 11, 13, 14], "becom": [0, 1, 9], "appli": [0, 1, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "summar": [0, 1, 5, 6], "onli": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18, 19], "retain": [0, 1, 7, 17], "element": [0, 1, 7, 8, 11, 14, 17], "forego": [0, 1], "more": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "granular": [0, 1], "detail": [0, 1, 6, 9, 12, 13, 18, 19], "denois": [0, 1], "effici": [0, 1, 6, 7, 8, 10, 12, 15, 16, 17, 18, 19], "similar": [0, 1, 4, 5, 7, 8, 11, 14, 15, 16, 18, 19], "maximum": [0, 1, 8, 12], "patch": [0, 1, 6, 8, 17, 18, 19], "reserv": [0, 1, 6, 9], "introduc": [0, 4, 14, 15, 16, 17, 19], "paper": [0, 11, 12, 15, 16, 19], "you": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19], "motiv": 0, "few": [0, 2, 7, 12, 13, 14, 18], "reason": [0, 1, 7, 8, 9, 11, 12, 15, 16, 18], "sequenc": [0, 7], "like": [0, 1, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "seri": [0, 5, 11, 14, 17], "length": [0, 7, 17], "text": [0, 3, 7, 9, 13, 17], "rnn": [0, 4, 12], "hard": [0, 9, 14], "parallel": [0, 6, 11, 17], "difficult": [0, 9, 11, 14, 15, 16, 17, 19], "increas": [0, 1, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17], "so": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "harder": [0, 9, 14], "captur": [0, 11, 13, 14, 18], "long": [0, 1, 2, 7, 8, 10, 11, 14, 15, 16, 18, 19], "memori": [0, 1, 7, 8, 9, 11, 12, 15, 16, 19], "effect": [0, 1, 5, 7, 14, 15, 16, 18], "contrast": [0, 1, 15, 16, 17, 19], "head": [0, 12, 15, 16, 17, 19], "easier": [0, 4, 6, 9, 10, 19], "easi": [0, 4, 5, 7, 11, 14, 19], "constant": [0, 7, 12], "matter": [0, 1, 7], "far": [0, 1], "apart": 0, "notebook": [1, 4, 5, 9, 12, 14], "teach": [1, 4, 5], "some": [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 19], "tensorflow": [1, 9, 10, 13, 14, 18], "framework": [1, 4, 5, 9, 11, 12, 14, 15, 16, 19], "here": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19], "find": [0, 1, 7, 8, 9, 11, 14, 15, 16, 18], "explan": [1, 11, 14], "kei": [0, 1, 2, 3, 5, 6, 7, 8, 15, 16, 18, 21], "intent": 1, "enabl": [1, 5, 7, 9, 12, 15, 16], "autom": [0, 1], "certain": [1, 2, 11, 18], "coin": 1, "1950": 1, "pioneer": 1, "arthur": 1, "samuel": 1, "studi": 1, "being": [0, 1, 8, 10, 11, 12, 15, 16, 18, 19], "wherea": [1, 7, 9], "former": [1, 10], "instruct": [0, 1, 10, 11, 14], "itself": [1, 2, 5], "self": [1, 11, 12, 14, 19], "guid": [1, 2, 3, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "interact": [1, 4, 5, 9, 17], "analysi": [0, 1, 7, 9, 11], "confer": [1, 17], "benefit": [1, 4, 5, 7, 9, 10, 14, 19], "wai": [1, 4, 5, 7, 9, 10, 11, 12, 14, 18], "includ": [1, 2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "less": [1, 9, 11, 12, 17, 19], "run": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19], "system": [1, 4, 5, 7, 10], "At": [1, 11, 15, 16, 19], "core": [1, 7, 10, 11, 12, 13], "found": [1, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19], "consumpt": [1, 15, 16], "speak": 1, "smarter": 1, "recogn": 1, "about": [0, 1, 2, 3, 7, 9, 10, 14, 15, 16], "entail": [1, 7, 15, 16], "accur": [1, 8, 11, 14], "reflect": [1, 3, 8, 10, 15, 16, 18, 19], "phenomena": [1, 10, 19], "interest": [1, 3, 8, 10, 11, 13, 17, 19], "appropri": [1, 9, 18], "suppli": [1, 8, 13, 17], "furthermor": [1, 5, 7, 12, 17], "tune": [0, 1, 8, 10, 15, 16, 17, 19], "chart": 1, "flow": [1, 4], "kind": [1, 7, 12, 15, 16, 18], "geospati": [1, 8, 9, 11, 12, 19, 21], "applic": [0, 1, 5, 7, 9, 11, 12, 15, 16, 18], "type": [1, 2, 5, 6, 8, 9, 10, 11, 13, 14, 17, 18], "ground": [1, 6, 13], "truth": [1, 6, 13], "deforest": 1, "event": [1, 9, 18, 19], "correspond": [1, 6, 7, 8, 9, 10, 12, 13, 14], "absent": 1, "explor": [1, 6, 7, 12, 17, 18, 19], "aren": [1, 9, 15, 16], "t": [1, 3, 4, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18], "look": [1, 2, 6, 7, 8, 9, 10, 11, 14, 18, 19], "don": [1, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18], "anoth": [1, 4, 7, 8, 9, 11, 14, 15, 16, 17, 18, 19], "might": [0, 1, 4, 5, 6, 7, 8, 12, 14, 18], "expert": [1, 14], "terrain": [1, 2, 3], "would": [0, 1, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18], "assign": [1, 7, 11, 13], "cluster": [0, 1], "grow": [1, 4, 5], "sit": 1, "intersect": [1, 10], "revolutionari": 1, "approach": [0, 1, 8, 14, 17, 18, 19], "albeit": [0, 1, 4], "doe": [1, 8, 9, 12, 14, 15, 16, 18, 19], "consid": [1, 11, 14, 17, 18], "dark": 1, "facebook": [1, 17], "peopl": [1, 2], "skill": 1, "massiv": [1, 15, 16, 17], "everi": [0, 1, 5, 7, 9, 11, 14], "singl": [1, 3, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "wealth": 1, "background": [1, 8, 10, 11, 12, 13, 14], "observ": [1, 7, 8, 11], "experi": [0, 1, 8, 9, 11, 12, 13, 15, 16, 18], "leverag": [0, 1, 11, 12, 15, 16], "supervisori": 1, "withheld": 1, "remain": [0, 1, 10, 11, 15, 16, 18], "urban": [1, 14], "divers": [1, 8], "geographi": [1, 19], "yet": [1, 15, 16, 17, 18, 19], "descript": [1, 8, 12, 13], "ident": [1, 9], "reinforc": 1, "last": [1, 7, 11, 12, 13, 15, 16, 18], "trial": [1, 18], "action": [0, 1, 4, 5, 18], "reward": 1, "penal": [1, 8], "capabl": [1, 9, 15, 16], "autonom": 1, "equip": 1, "insight": 1, "draw": 1, "spectral": [1, 10, 11, 14, 19], "indic": [1, 7, 8, 10, 11, 13, 14, 15, 16], "ten": [1, 11], "billion": [1, 15, 16, 17], "node": [0, 1, 5, 9, 15, 16, 17], "One": [1, 4, 8, 9, 14, 15, 16, 18], "think": [1, 11, 17, 18], "elementari": 1, "incom": [0, 1], "along": [1, 7, 17, 19], "deriv": [1, 4, 5, 12, 17, 18], "messag": [1, 5, 9], "pathwai": 1, "uniform": [1, 7, 8, 11, 15, 16, 17], "weaker": 1, "stronger": 1, "consum": [1, 7, 9, 14, 15, 16], "receiv": [1, 4, 5, 9], "That": [1, 2, 8, 12, 18], "characterist": [1, 8, 18], "level": [1, 4, 5, 7, 9, 14, 15, 16, 18], "impress": 1, "success": [1, 11, 19], "low": [1, 4, 7, 9, 15, 16, 18, 19], "trajectori": 1, "intial": 1, "see": [1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 18, 19], "begin": [1, 7], "crude": 1, "line": [1, 2, 3, 8, 10, 11, 12, 14, 15, 16], "intermedi": [1, 4, 8, 10, 11, 13, 14, 15, 16], "build": [1, 2, 4, 5, 7, 9, 11, 13, 14, 18], "surround": [1, 14], "context": [1, 2, 7, 8, 17, 18, 19], "color": [1, 3, 8, 10, 12, 13, 15, 16], "textur": [1, 14, 15, 16, 19], "latter": [1, 4, 10], "convol": 1, "consequ": 1, "defualt": 1, "construct": [1, 4, 5, 6, 7, 10, 11, 18], "deeper": [0, 1, 12, 15, 16], "could": [0, 1, 7, 9, 14, 15, 16, 17], "too": [1, 7, 8, 10, 11, 14, 18], "small": [1, 7, 8, 9, 10, 11, 14], "li": 1, "degre": [1, 12, 18], "possibl": [0, 1, 10, 11, 13, 14, 18], "previou": [0, 1, 17, 19], "accordingli": 1, "capabal": 1, "school": 1, "hous": 1, "ot": 1, "turn": [1, 6, 7, 8, 12], "out": [1, 4, 5, 7, 8, 9, 12, 17, 18, 19], "variabl": [1, 3, 6, 8, 9, 17, 18], "remind": [1, 7], "word": [1, 7, 17], "influenc": [1, 17], "come": [1, 2, 4, 9, 12, 13, 19], "correl": [1, 8], "forward": [1, 9, 12], "absenc": 1, "fire": 1, "greater": [1, 10, 11], "won": [1, 3, 10, 18], "doesn": [1, 7, 13, 18], "rest": [1, 9], "rang": [1, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19], "respect": [1, 2, 6, 10, 11, 13, 18], "henc": [0, 1, 4], "throughout": [1, 2], "simpli": [1, 6, 11, 19, 21], "flexibl": [0, 1, 9], "credenc": 1, "larger": [1, 7, 8, 9, 10, 12, 15, 16, 18], "learnabl": 1, "importantli": [1, 4, 5], "bear": [1, 8], "mind": [1, 6, 8, 14, 17, 18], "unless": [1, 7, 18], "avoid": [0, 1, 7, 18], "overload": [1, 7], "resourc": [1, 2, 8, 9, 17, 18, 19], "exhaust": [0, 1], "hyperparamet": [1, 8], "challeng": [0, 1, 10, 11, 13, 14, 15, 16, 17, 19], "converg": [1, 4, 5, 11, 15, 16, 18], "sub": 1, "fast": [1, 9, 19], "stuck": 1, "optimum": 1, "miss": 1, "loop": [1, 13], "end": [1, 5, 7, 12, 14, 15, 16, 18, 19], "expect": [1, 6, 7, 8, 11, 12, 13, 18], "calcul": [1, 4, 5, 6, 7, 8, 10, 11, 18], "propog": 1, "adjust": [0, 1, 6, 9, 14, 18], "divid": [1, 8, 9, 10, 14, 15, 16, 18], "should": [1, 2, 3, 4, 5, 7, 9, 11, 12, 14, 17, 18, 19], "cours": 1, "8": [1, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "initi": [1, 4, 7, 8, 9, 12, 15, 16, 17, 18, 19], "downsampl": [1, 11], "restor": 1, "transpos": [1, 3, 7, 8, 10, 12], "upconvolut": 1, "upsampl": [1, 11, 12], "With": [0, 1, 4, 5, 7, 11, 13, 14, 15, 16, 17, 18, 19], "deonvolut": 1, "block": [1, 8, 11, 12, 17, 18, 19], "grai": 1, "arrow": [1, 21], "togeth": [1, 4, 5, 11, 13, 14, 15, 16, 18], "main": [1, 2, 4, 5, 7, 8, 9, 11, 14, 15, 16, 18], "contribut": [1, 7, 11, 15, 16], "while": [0, 1, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "higher": [0, 1, 7, 9, 11, 13, 15, 16, 17, 18, 19], "resolut": [1, 10, 15, 16, 17, 18, 19], "better": [1, 8, 10, 11, 14, 15, 16, 17, 18], "sinc": [0, 1, 4, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "spars": [1, 10, 11], "good": [1, 6, 7, 9, 10, 11, 12, 14, 18], "prior": [1, 11, 14, 17], "earlier": [1, 2, 6, 8], "stage": [1, 17], "These": [0, 1, 4, 5, 7, 8, 9, 11, 14, 17, 18, 19, 21], "direct": [1, 4, 5, 17, 19], "quantif": 1, "normal": [1, 7, 10, 12, 13, 19], "acceler": [1, 9, 15, 16], "obtain": [1, 2, 7, 12, 18, 21], "art": [1, 4, 5, 12, 17, 21], "benchmark": [1, 12, 17, 19], "varianc": [1, 18], "statist": [1, 4, 5, 6, 18], "mini": [1, 10, 15, 16], "complet": [1, 8, 9, 18], "classic": [1, 11, 17], "confus": [1, 7, 11, 13, 14, 19], "f1": [1, 13], "score": [1, 6, 13, 19], "random": [1, 6, 7, 8, 10, 11, 14], "question": [1, 9, 14], "instead": [1, 4, 7, 8, 9, 13, 15, 16, 18, 19], "built": [1, 2, 4, 5, 7, 11, 12, 13, 19, 21], "handl": [0, 1, 9, 14, 19], "rule": [0, 1, 7], "thumb": 1, "either": [1, 2, 7, 8, 13, 14, 17, 18], "2": [1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 21], "suit": [1, 9, 14], "speed": [1, 11, 12, 18, 19], "choic": [1, 9, 10, 11, 18], "noisi": 1, "exceedingli": 1, "vast": [1, 18], "probabl": [1, 4, 6, 8, 14, 18], "necessari": [1, 11, 14], "start": [0, 1, 4, 6, 7, 8, 9, 10, 12, 14, 21], "try": [1, 3, 4, 5, 6, 8, 10, 11, 12, 14, 18], "forth": 1, "famili": [1, 19], "present": [1, 8, 10, 11, 14, 19], "against": 1, "standard": [1, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16], "fairli": [1, 7], "ll": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18], "keep": [1, 8, 9, 10, 11, 14, 15, 16, 17, 18, 19], "notion": 1, "extrem": [1, 14, 19], "under": [1, 6, 7, 11, 15, 16, 17, 18], "hood": [1, 7], "enorm": 1, "computation": [1, 9, 15, 16], "simpl": [1, 2, 3, 4, 5, 6, 7, 9, 12, 14, 15, 16, 18, 19], "balanc": [1, 12], "execut": [1, 2, 4, 5, 7, 9, 12, 21], "factor": [1, 4, 8], "binari": 1, "cross": [1, 6, 18], "entropi": [1, 6, 18], "sai": [1, 5, 7, 9], "highest": [1, 6, 11], "adapt": [1, 6, 7, 8, 11, 12, 17, 18, 19], "imbalanc": 1, "focal": [1, 11, 14], "frequenc": 1, "tonifi": 1, "lastli": [1, 5, 7, 18], "instanti": [1, 3, 4, 18], "Or": 1, "adopt": [1, 14], "expedit": [1, 18], "rememb": [1, 7], "just": [1, 2, 7, 11, 12, 14, 18, 19], "extens": [1, 3, 4, 5, 8, 11, 17, 18], "those": [1, 7, 8, 9, 10, 17, 18], "foundat": 1, "later": [0, 1, 4, 5, 7, 8, 10, 11, 15, 16, 18], "compon": [2, 4, 7, 15, 16, 19], "train": [2, 3, 4, 5, 7, 9, 10, 13, 14, 15, 16, 17, 19, 21], "session": [2, 3, 4, 10, 11, 14], "learn": [2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 17], "visit": [2, 3, 9], "research": [0, 2, 4, 9, 15, 16, 17, 19], "basic_features_overview": 2, "ipynb": [2, 19], "upon": [2, 4, 15, 16], "jupyt": [2, 9, 12, 13, 21], "packag": [2, 6, 9, 11], "python": [2, 4, 5, 6, 7, 9, 11, 12, 13, 14, 21], "syntax": 2, "contain": [2, 6, 7, 9, 10, 11, 12, 14, 18], "explanatori": 2, "ensur": [2, 6, 7, 9, 11, 17, 18], "runtim": [2, 7, 9, 21], "click": [2, 9, 21], "upper": [2, 18], "righthand": 2, "corner": 2, "switch": [2, 4, 8], "us": [2, 3, 4, 5, 9, 10, 11, 12, 13, 17, 19, 21], "tpu": [2, 9], "again": [2, 6, 7, 8, 10, 18], "view": [2, 8, 13, 14, 17, 19], "pane": 2, "practic": [2, 3, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 18], "break": [2, 3, 4, 8], "down": [2, 4, 8, 9, 11, 17, 18, 21], "bodi": [2, 15, 16, 17], "bite": 2, "piec": [2, 8], "resid": 2, "list": [2, 3, 7, 8, 9, 10, 11, 12, 13], "readabl": [2, 4, 5], "isol": [2, 4], "modular": 2, "easili": [2, 5, 7, 11, 13, 14, 19], "swap": [2, 3, 4], "broken": [2, 11, 14, 18], "icon": [2, 21], "menu": [2, 21], "addit": [0, 2, 7, 8, 9, 11, 14], "option": [2, 7, 9, 10, 11, 12, 14, 19], "numpi": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 21], "np": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "matplotlib": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "pyplot": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "plt": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "codi": 2, "peic": 2, "decor": [2, 7], "edit": [2, 9, 14], "doubl": 2, "markdown": 2, "ar": [2, 3, 4, 6, 7, 8, 10, 11, 12, 13, 15, 16, 17, 18, 19, 21], "explain": [2, 11], "rational": 2, "adjac": [2, 7, 14, 17], "usag": [2, 5, 8, 12, 13], "sourc": [0, 2, 3, 4, 5, 6, 7, 9, 10, 12, 14, 17, 19, 21], "suggest": [2, 21], "altern": [2, 9, 18], "flag": [2, 12, 18], "scenario": [2, 11], "command": [2, 9, 11], "style": [2, 6, 7, 18], "shortcut": [2, 8], "oper": [2, 4, 5, 6, 7, 8, 9], "ls": [2, 8], "directori": [2, 3, 6, 8, 11, 12, 13, 14, 18], "clear": [2, 5, 11, 14, 18, 19], "x": [2, 3, 4, 7, 8, 9, 10, 11, 15, 16, 17, 18, 21], "unpack": 2, "discov": 2, "object": [2, 6, 7, 8, 9, 12, 14, 15, 16, 18], "access": [2, 6, 8, 9, 11, 12, 13, 17], "document": [2, 5, 10, 11, 12, 13, 14, 15, 16, 18], "string": [2, 3, 8], "now": [2, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "avail": [2, 8, 9, 10, 11, 12, 13, 14, 17, 18], "auto": [2, 12, 19], "period": [2, 14], "open": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 17, 21], "parenthesi": 2, "perisst": 2, "hover": 2, "name": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 18], "tab": [2, 11], "link": [2, 3, 5, 6, 8, 9, 10, 12, 17], "similarli": [2, 7], "ndarrai": [2, 7], "alphanumer": 2, "folium": [2, 3, 8], "geojson": [2, 3, 10, 11, 21], "m": [2, 3, 8, 11, 15, 16, 17], "tile": [2, 8, 9, 10, 12, 13, 14], "stamen": [2, 3], "control_scal": [2, 3], "12": [2, 3, 6, 7, 8, 10, 11, 13, 14, 18, 19], "046329": 2, "77": [2, 8, 18], "042755": 2, "lima": [2, 7, 8], "peru": [2, 7, 8], "zoom_start": [2, 3, 8], "max_zoom": [2, 3], "min_zoom": [2, 3], "100": [2, 3, 7, 8, 12, 15, 16, 17, 18], "zoom_control": [2, 3], "fals": [2, 3, 8, 10, 11, 12, 13, 14, 18, 19], "500": [2, 3], "300": [2, 3], "add_child": [2, 3, 8], "host": [2, 7, 9, 10, 12, 13, 21], "data": [2, 3, 4, 5, 6, 15, 16, 17, 19], "nativ": 2, "read": [2, 3, 6, 7, 8, 9, 12, 13, 14, 18], "file": [2, 3, 6, 7, 8, 9, 10, 13, 18, 21], "mount": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "volum": [0, 2], "str": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "get_ipython": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "gdrive": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "share": [5, 10, 12], "permiss": [2, 7, 17, 18], "button": 2, "toolbar": 2, "copi": [2, 3, 7, 8, 10, 14, 18], "done": [7, 8, 9, 12, 17], "folder": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18], "item": [3, 6, 7, 10, 11, 12, 18], "add": [2, 7, 8, 9, 10, 11, 12, 15, 16], "destin": [], "configur": [3, 6, 7, 8, 10, 11, 12, 14, 18, 21], "planet_api": 3, "cfg": 3, "my": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "drive": [0, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18], "templat": 3, "api": [3, 4, 5, 6, 7, 9, 11, 12, 18, 21], "receiev": 3, "sign": [3, 9], "up": [3, 6, 7, 8, 9, 15, 16, 18, 19], "subscrib": 3, "pleas": [3, 21], "alreadi": [3, 8, 11, 14, 18], "credenti": 3, "api_kei": 3, "xxxxxxxxxxxxxxxxx": 3, "colab": [3, 6, 8, 10, 11, 12, 13, 14, 18, 19, 21], "warn": [3, 12, 18], "user": [2, 3, 5, 6, 8, 9, 11, 12, 13, 14, 17, 18], "caus": [3, 10, 11, 18], "pin": 3, "librari": [3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "pip": [3, 6, 10, 11, 12, 13, 14, 18], "instal": [3, 4, 6, 9, 10, 11, 12, 13, 14, 18, 21], "q": [3, 6, 10, 11, 12, 13, 14, 15, 16, 18], "rasterio": [3, 6, 10, 12, 18, 21], "geopanda": [3, 6, 10, 11, 12, 18, 21], "0": [3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21], "radiant_mlhub": [3, 6, 10, 12], "mlhub": [3, 6, 10, 11, 12, 13, 21], "earth": [0, 3, 12, 13, 21], "os": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "glob": [3, 6, 8, 10, 11, 12, 18], "functool": [3, 6, 11, 14, 18], "fnmatch": [3, 6, 18], "shutil": [3, 6, 11, 18], "tarfil": [3, 6, 10, 12, 18], "json": [3, 6, 8, 10, 12, 18], "pathlib": [3, 6, 10, 12, 18], "path": [2, 3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 17, 18], "zipfil": [3, 6, 18], "itertool": [3, 6, 10, 18], "configpars": 3, "urllib": [3, 6, 18], "mpl": [3, 10, 11, 13, 14], "rcparam": [3, 10, 11, 13, 14], "ax": [3, 7, 10, 11, 13, 14, 18], "figsiz": [3, 6, 8, 10, 11, 12, 13, 14, 18], "show": [3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "gpd": [3, 10, 11], "geometri": [3, 8, 10], "clear_output": [3, 11, 12, 14], "client": [3, 6, 9], "get_sess": [3, 6], "collect": [0, 3, 5, 6, 7, 8, 10, 12, 14], "radiant": [0, 3, 10, 12, 13, 21], "root": [3, 10, 11, 13, 14, 18], "googl": [3, 4, 5, 6, 10, 11, 12, 13, 14, 15, 16, 18, 19, 21], "root_dir": 3, "tf": [2, 3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 18, 21], "eo": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18, 21], "devse": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "workshop_dir": 3, "workshop": [3, 11, 18, 21], "dir": [3, 8, 10, 11, 12], "d": [3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "makedir": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "print": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "els": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18], "abspath": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "f": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "Not": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18, 19], "download": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18, 21], "cd": [3, 6, 8, 10, 11, 12, 13, 14, 18], "storag": [2, 3, 8, 9, 10, 18], "code": [3, 4, 7, 9, 10, 11, 12, 14, 19], "snippet": 3, "placehold": 3, "vector": [3, 5, 6, 7, 10, 15, 16, 18, 21], "gcp": [3, 9], "authent": [3, 9], "auth": [3, 8, 9], "authenticate_us": [3, 8], "gloud": 3, "storage_cli": 3, "bucket": [3, 8, 9], "bucket_nam": 3, "dev": 3, "data_dir": 3, "join": [3, 6, 8, 10, 11, 12, 13, 14], "gcs_to_local_dir": 3, "prefix": [3, 7, 10], "local_dir": [3, 9], "get_bucket": 3, "blob": [3, 10, 11, 12, 13, 19], "list_blob": 3, "filenam": [3, 11, 14], "replac": [3, 6, 10, 12, 15, 16, 19], "_": [3, 6, 10, 12, 18], "filename_split": [3, 10, 11], "splitext": [3, 10, 11], "filename_zero": [3, 10, 11], "fileext": [3, 10, 11], "basenam": [3, 10, 11], "download_to_filenam": 3, "coverag": 3, "datafram": [3, 6, 10, 11, 12, 13, 14], "centroid": 3, "month": 3, "year": 3, "ref_african_crops_kenya_01_label": 3, "collection_id": [3, 6, 10, 12], "fetch": [3, 6, 10, 12], "tar": [3, 6, 10, 12], "r": [3, 6, 7, 10, 11, 12, 14], "gz": [3, 6, 8, 10, 12], "extractal": [3, 6, 10, 12], "close": [3, 6, 9, 10, 12, 14], "resolve_path": [3, 6, 10, 12], "resolv": [3, 6, 10, 12, 19], "load_df": [3, 6, 10, 12], "load": [3, 4, 5, 6, 8, 10, 11, 14], "row": [3, 6, 7, 10, 11, 12, 18], "item_link": [3, 6, 10, 12], "continu": [3, 6, 8, 10, 11, 12], "append": [3, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "href": [3, 6, 8, 10, 12], "item_path": [3, 6, 10, 12], "current_path": [3, 6, 10, 12], "dirnam": [3, 6, 10, 12], "tile_id": [3, 6, 10, 12], "id": [3, 6, 8, 10, 12, 14], "asset_kei": [3, 6, 10, 12], "asset": [3, 6, 8, 10, 12], "none": [3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "link_path": [3, 6, 10, 12], "source_path": [3, 6, 10, 12], "source_item": [3, 6, 10, 12], "except": [3, 6, 7, 10, 11, 12, 18], "filenotfounderror": [3, 6, 10, 12], "datetim": [3, 6, 10, 11, 12], "properti": [3, 6, 7, 9, 10, 12], "satellite_platform": [3, 6, 10, 12], "pd": [3, 6, 10, 11, 12, 13, 14, 18], "column": [3, 6, 7, 8, 10, 11, 12], "file_path": [3, 6, 10, 12], "c": [3, 4, 5, 6, 7, 10, 11, 12, 14, 15, 16, 18], "shapefil": [3, 10], "info": [3, 9], "org": [3, 6, 7, 11, 14, 17, 18, 19, 21], "stabl": [3, 5], "gdf": 3, "read_fil": [3, 10, 11, 12, 14], "ref_african_crops_kenya_01_labels_00": 3, "to_cr": [3, 10], "epsg": 3, "4326": 3, "bbox_aoi": 3, "total_bound": 3, "centroid_aoi": 3, "y": [3, 4, 7, 9, 10, 11, 15, 16, 17], "config": [3, 11], "configfilepath": 3, "planet_api_kei": 3, "insert": 3, "api_url": 3, "v1": 3, "name__i": 3, "planet_medres_normalized_analytic_2021": 3, "06_mosaic": 3, "june": 3, "2021": [0, 3, 8, 12, 17, 19], "param": [3, 6, 18], "custom": [3, 7, 9, 12, 13, 18], "re": [3, 7, 8, 9, 10, 14, 17, 18], "statu": [3, 8, 9], "status_cod": 3, "metadata": [3, 8, 9, 10, 14], "expos": [3, 9, 17], "care": [3, 14], "uncom": [3, 11, 12, 13, 14], "dump": 3, "indent": 3, "mosaic_id": 3, "bbox": 3, "mosaic_bbox": 3, "convert": [3, 4, 6, 7, 8, 10, 17, 18], "string_bbox": 3, "6": [3, 4, 6, 7, 8, 10, 11, 12, 13, 14, 18], "add_to": [3, 8], "search_paramet": 3, "quads_url": 3, "format": [3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19, 21], "stream": [3, 7], "zip": [3, 6, 8, 10, 11], "len": [3, 6, 8, 10, 11, 12, 13, 14, 18], "quad_box": 3, "nicfi_dir": 3, "062021_basemap_nicfi_aoi": 3, "quads_dir": 3, "_link": 3, "tiff": [3, 12], "isfil": 3, "urlretriev": 3, "out_mosa": 3, "062021_basemap_nicfi_aoi_mosa": 3, "tif": [3, 8, 10, 12], "criteria": [3, 18], "search_criteria": 3, "quad_fil": 3, "src_files_to_mosa": 3, "src": 3, "out_tran": 3, "out_meta": 3, "meta": [3, 10, 17], "driver": [3, 10], "gtiff": [3, 10], "transform": [3, 7, 10, 14, 15, 16, 18], "write": [0, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 18], "raster": [3, 8, 11, 12, 21], "w": [3, 7, 10, 11, 14, 15, 16], "dest": 3, "rgb": [3, 6, 8, 10, 12, 14, 18], "rgb_out_mosa": 3, "062021_basemap_nicfi_aoi_rgb_mosa": 3, "count": [3, 7, 9, 10, 13, 14, 15, 16, 19], "dstack": [3, 10, 12], "late": [4, 5], "machin": [4, 5, 7, 8, 9, 11, 13, 14, 15, 16, 18], "deep": [4, 5, 8, 11, 12, 14, 17], "free": [4, 5, 10, 14, 18, 21], "thank": [4, 5], "apach": [4, 5, 7, 17, 18], "licens": [4, 5, 7, 17, 18], "implement": [4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "comput": [2, 4, 5, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19], "numer": [4, 5, 10, 15, 16, 17], "manifest": [4, 5, 19], "cpu": [4, 5, 8, 9, 11, 19], "gpu": [4, 5, 8, 9, 12, 15, 16, 19, 21], "mobil": [4, 5, 7], "wrapper": [4, 5], "java": [4, 5, 9, 14], "accept": [4, 5, 7, 8, 9, 15, 16, 19], "dimension": [4, 5, 7, 17], "arrai": [4, 5, 6, 7, 8, 10, 11, 13], "tensor": [4, 5, 6, 8, 12, 13, 14], "dataflow": [5, 7], "graph": [4, 5, 7, 11], "specifi": [5, 6, 7, 8, 11, 14, 18], "travel": [4, 5], "support": [4, 5, 7, 9, 11, 12, 14, 15, 16, 17, 21], "creation": [4, 5, 7, 11, 14], "flowchart": [4, 5], "eager": [4, 7], "immedi": [4, 5], "oppos": [4, 8], "mode": [4, 6, 7, 18], "chain": [4, 15, 16], "thu": [0, 4, 11], "sequenti": [4, 5, 6, 8, 17, 18], "occur": [0, 4, 5, 7, 9, 10, 11, 14, 15, 16, 19], "actual": [4, 7, 11, 12, 18], "wherev": 4, "simplifi": [4, 5], "debug": [4, 5, 7], "secondli": [4, 6], "boilerpl": 4, "themselv": [4, 6], "callabl": [4, 5], "worth": [4, 7, 14, 17, 19], "mention": [4, 7, 11, 19], "especi": [0, 4, 7, 15, 16], "rapid": [4, 5, 7, 11], "experiment": [4, 5, 7, 8, 12], "rewrit": 4, "five": 4, "preprocess": [0, 4, 5, 6, 8, 10, 11, 12, 14, 18, 19], "serv": [4, 9, 11, 18], "distribut": [0, 4, 7, 9, 10, 11, 18], "outsid": [4, 7, 12, 18], "aforement": [4, 15, 16], "plethora": 4, "util": [4, 6, 8, 10, 11, 12, 14, 15, 16, 18], "enrich": 4, "ecosystem": [4, 6], "noteworthi": [4, 15, 16], "tensorboard": [4, 7], "visualit": [], "log": [4, 5, 6, 7, 9, 11, 12, 14, 18], "deploy": [0, 4, 5, 7, 17], "catolog": [], "readi": [4, 5, 9, 10, 11, 17], "n": [4, 5, 7, 8, 10, 11, 12, 14, 17, 18], "theori": [5, 19], "belong": [5, 18, 19], "describ": [5, 7, 9, 11, 14, 17], "convent": 17, "immut": 7, "mathemat": [5, 7, 15, 16], "endpoint": [5, 9], "depict": [5, 12, 17], "paradigm": [0, 9], "intention": [4, 5], "friendli": [4, 5], "integr": [4, 9], "plugin": [4, 5], "softwar": [4, 5, 7, 15, 16, 18], "tool": [4, 5, 8, 9, 21], "cognit": [4, 5], "intend": [4, 5, 6], "directli": [4, 7, 8, 9, 14, 18], "henceforth": [4, 8], "recommend": [4, 7, 10, 11, 18], "interfac": [4, 9, 11], "distinct": [4, 8, 19], "agnost": [4, 11], "protocol": 4, "howev": [0, 7, 8, 11, 12, 14, 17, 18], "devoid": [], "been": [9, 11, 12, 15, 16, 17, 18, 19], "subsum": [], "userbas": [], "address": [0, 4, 8, 9, 11, 15, 16, 17], "life": [4, 7], "definit": 4, "archtitectur": [], "network": [4, 6, 8, 9, 12, 14, 19], "topolog": [4, 18], "compil": [4, 6, 7, 8, 11, 14, 19], "k": [4, 8, 15, 16, 19], "depen": [], "domain": [0, 4, 14, 15, 16, 17, 18, 19], "tha": [4, 5], "subclass": [4, 5], "callback": [4, 5, 7, 11, 14, 18], "interim": [4, 5, 12, 18], "earli": [4, 5, 8, 18], "stop": [4, 5, 7, 8, 9, 18], "prep": [4, 5], "raw": [4, 5, 6, 7, 8, 10, 18], "disk": [4, 5, 9, 18], "plug": [4, 5], "decai": [4, 5, 18], "schedul": [4, 5], "assess": [4, 5, 13, 14], "chosen": [4, 5], "quantit": [4, 5], "workflow": [4, 5, 10, 17], "miro": [4, 5], "app": [4, 5], "board": [4, 5], "o9j_lhnkhv": [4, 5], "scalar": [4, 6, 7, 11], "explicit": [0, 4], "must": [0, 4, 9, 11, 14, 17, 18, 19], "assum": [4, 8, 14, 21], "version": [0, 4, 5, 6, 7, 9, 11, 12, 17, 18], "older": [4, 17], "short": [6, 19], "introduct": [6, 12, 15, 16, 17, 19], "prebuilt": 6, "neural": [6, 8, 14, 15, 16, 17, 19], "2k": 18, "90m": 18, "0m": 18, "32m21": 18, "21": [7, 18], "mb": 18, "31m52": [], "5": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18], "eta": 18, "36m0": 18, "00": 18, "32m52": [], "52": 18, "kb": 18, "31m1": [], "9": [6, 7, 10, 11, 12, 13, 14, 18, 19], "32m12": [], "31m32": [], "32m137": [], "4": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18], "137": [], "31m6": [], "32m2": [], "31m33": [], "32m78": [], "78": [], "25h": 18, "request": [6, 9, 18], "panda": [6, 10, 11, 12, 13, 14, 18], "sklearn": [6, 10, 11, 13, 18], "model_select": [6, 10, 11, 18], "train_test_split": [6, 10, 11, 18], "pil": [6, 8, 10, 11, 12, 18], "tensorflow_dataset": [6, 11, 14, 18], "tfd": [6, 11, 14, 18], "plot_model": [6, 18], "__version__": [6, 8], "attempt": 0, "forcibl": [], "remount": [], "force_remount": [], "eurosat": [6, 18], "sentinel": [6, 9, 10, 12, 14, 18, 19], "catalog": [4, 6, 18], "get_train_test_split": [], "image_arrays_list": 6, "label_integers_list": 6, "test": [6, 8, 10, 11, 12, 14, 17, 18, 19, 21], "train_dataset": [6, 18], "x_dataset": 6, "y_dataset": 6, "all_dataset": [6, 18], "shuffl": [6, 7, 8, 11, 14, 18], "1024": [6, 8, 18], "test_dataset": [6, 18], "int": [6, 8, 10, 11, 14, 18], "skip": [6, 7, 9, 10, 11, 12, 13, 18, 19], "train_image_arrai": 6, "train_label_integ": 6, "test_image_arrai": 6, "test_label_integ": 6, "x_train": 6, "y_train": 6, "x_test": 6, "y_test": 6, "prepar": [0, 6, 7, 8, 10, 11, 12], "89": 18, "91": 18, "mib": 18, "unknown": 18, "total": [6, 7, 8, 10, 11, 12, 14, 15, 16, 18], "subsequ": [6, 7, 17, 18], "reus": [4, 7, 8, 18], "paramet": [6, 7, 11, 12, 15, 16, 17, 18, 19], "input_shap": [6, 11, 14, 18], "64": [6, 8, 11, 18], "num_class": [6, 18], "flatten": [6, 7, 10, 11, 13, 18], "128": [6, 8, 11, 18], "dropout": [6, 15, 16, 18], "trainabl": [6, 7, 11, 18, 19], "reusabl": [6, 7], "compos": [6, 14, 15, 16, 17], "logit": [6, 12, 18], "odd": 6, "11224": [], "67": [], "67007": [], "194836": [], "62": [], "869877": [], "0573664": [], "56": 18, "408875": [], "30": [6, 8, 10], "047808": [], "9318237": [], "148": [], "80371": [], "31": [8, 12], "821905": [], "dtype": [8, 10, 11, 12, 18], "float32": [7, 8, 11, 12, 14], "nn": [6, 7, 18], "softmax": [6, 7, 11, 14], "0000000e": [], "8090626e": [], "36": [], "sparsecategoricalcrossentropi": [6, 11, 14, 18], "commonli": 6, "loss_fn": 6, "from_logit": [6, 11, 14, 18], "impli": [6, 7, 18], "proxim": 6, "untrain": 6, "math": [7, 12, 18], "81": [], "133644": [], "establish": [6, 11, 15, 16, 19], "adam": [6, 11, 12, 14, 18], "herein": [6, 18], "lr": [6, 12], "001": [6, 12, 18], "learning_r": [6, 11, 12, 14, 18], "summari": [6, 8, 13, 18], "sequential_1": [], "_________________________________________________________________": [6, 18], "flatten_1": [], "12288": [6, 18], "dense_2": [], "1572992": 6, "dropout_1": [], "dense_3": [], "1290": 6, "574": 6, "282": 6, "show_shap": 6, "No": [6, 13, 21], "hope": 6, "validation_data": [6, 8, 11, 12, 14, 18], "591": [], "16": [7, 8, 10, 18], "28m": [], "2964": [], "1115": [], "val_loss": [6, 11, 14, 18], "2962": 18, "val_accuraci": 18, "1116": [], "27m": [], "1110": [], "1106": [], "1121": [], "1111": [], "7": [7, 10, 11, 12, 13, 14, 18], "2965": [], "1113": [], "17": [7, 18], "29m": [], "1122": [], "19": [7, 11, 13, 14, 18], "31m": [], "1098": [], "plot": [6, 8, 10, 11, 13, 14, 18], "titl": [6, 7, 10, 11, 12, 13, 14, 18], "xlabel": [6, 11, 13, 14, 18], "ylabel": [6, 11, 13, 14, 18], "val": [6, 10, 11, 12, 18], "legend": [6, 11, 14, 18], "verbos": [6, 8], "2s": [], "4m": [], "2961783409118652": [], "11164021492004395": [], "attach": [6, 12], "probability_model": 6, "10791875": [], "11046039": [], "10993448": [], "09152905": [], "09366088": [], "07742317": [], "09347883": [], "11273941": [], "09235851": [], "11049651": [], "drone": 6, "crop": [0, 6, 10, 11, 13, 14], "rwanda": 6, "ds": [6, 7, 10, 12, 14], "rti_rwanda_crop_typ": 6, "rti_rwanda_crop_type_label": 6, "rti_rwanda_crop_type_sourc": 6, "rti_rwanda_crop_type_raw": 6, "train_df": [6, 10, 11, 14], "test_df": [6, 10, 14], "urllib3": [], "connectionpool": [], "full": [7, 8, 11], "discard": [17, 19], "radiantearth": [10, 11, 12, 13], "window": [8, 10, 11, 12, 13, 17], "net": [8, 9, 10, 11, 12, 13, 14, 17], "set_opt": [6, 10, 13], "max_colwidth": [6, 10, 13], "class_nam": [6, 10, 11, 13, 14], "banana": 6, "maiz": 6, "legum": 6, "class_id": [6, 10, 11, 13, 14], "to_csv": [6, 10, 11], "rti_rwanda_crop_type_class": 6, "csv": [6, 10, 11, 13, 14], "train_df_label": 6, "loc": [6, 10, 18], "data_train": 6, "data_test": 6, "test_siz": [6, 10, 11], "random_st": [6, 10, 11], "1824": 6, "782": 6, "get_re_train_test": 6, "image_array_list": 6, "label_integer_list": 6, "iterrow": 6, "label_path": [6, 11, 14], "label_obj": 6, "label_str": 6, "label_int": 6, "squeez": [6, 7, 12, 19], "image_path": 6, "image_obj": 6, "png": [6, 10, 11, 12, 14], "200": [6, 7, 8, 12], "although": 5, "releas": [4, 5, 12, 17], "arriv": [5, 18], "2017": [0, 5, 8, 11, 18], "three": [5, 7, 9, 10, 11, 15, 16], "enter": [5, 7], "culmin": 5, "indivisu": 5, "op": [5, 7], "devic": [5, 7, 10, 11, 14], "portabl": [5, 7], "otherwsi": 5, "frozen": [5, 18], "medium": 5, "impostor": 5, "5f0ebb253ad4": 5, "forefront": 5, "seek": [5, 8], "complement": 5, "comprehens": [5, 11], "digest": 5, "refin": [5, 14, 17, 18], "tnesor": 5, "spart": 5, "modelung": 5, "talk": 7, "seen": [7, 8, 18, 19], "never": 7, "regularli": 7, "sometim": [7, 15, 16, 18], "cannot": [0, 7], "futur": [7, 9, 11], "static": [7, 9], "fix": [0, 7, 8, 15, 16, 17, 18, 19], "hyper": 7, "guess": 7, "vice": 7, "versa": 7, "know": [7, 10, 13, 14, 18], "rank": 7, "express": [7, 8, 15, 16, 18], "256": [7, 8, 11, 18], "196608": 7, "int32": [7, 11], "rank_0_tensor": 7, "someth": [7, 8, 9], "float": [7, 8, 11, 13, 14, 18], "rank_1_tensor": 7, "least": [7, 8, 11], "what": [7, 11, 13, 17, 18], "rank_2_tensor": 7, "float16": 7, "arbitrari": [7, 8], "rank_3_tensor": 7, "11": [7, 8, 15, 16, 18], "14": [7, 8, 18], "15": [7, 8, 9, 10, 11, 14, 18], "18": [7, 18], "22": [7, 14], "23": [7, 11], "24": [7, 18], "25": 7, "26": 7, "27": [7, 11], "28": 7, "29": 7, "tensorshap": 7, "rank_4_tensor": 7, "ndim": 7, "encount": [7, 8], "vision": [7, 10, 14, 18], "integ": [7, 8, 10, 12], "rectangular": 7, "rag": 7, "rare": [7, 11, 14], "b": [4, 7, 9, 12, 17], "said": [7, 8, 18], "multipli": [7, 14, 15, 16], "matmul": 7, "argmax": [7, 11, 12, 14], "largest": [7, 12, 15, 16], "reduce_max": 7, "addition": [7, 13, 14], "anyth": 7, "previous": [0, 7, 9], "store": [7, 8, 9, 10], "var": 7, "assign_add": 7, "backward": 7, "colon": 7, "slice": 7, "34": 7, "everyth": [7, 18], "revers": [7, 11], "treat": [0, 7, 18], "independ": [7, 8, 14, 17], "exact": 7, "pull": 7, "reshap": [7, 12], "thing": [7, 14], "matric": [7, 11], "x_flat": 7, "as_list": 7, "newli": [7, 18], "held": 7, "abid": 7, "major": [7, 14, 18, 21], "increment": 7, "rightmost": 7, "fact": 7, "argument": [7, 9, 11, 13, 18], "whatev": 7, "3x2x5": 7, "3x2": 7, "x5": 7, "3x": 7, "2x5": 7, "fulli": [7, 8, 9, 15, 16, 19], "inspect": [4, 6, 7, 8, 9, 10, 11, 12, 14, 18], "datatyp": 7, "unspecifi": 7, "inuit": 7, "cast": [7, 11, 12, 14], "the_f64_tensor": 7, "float64": 7, "the_f16_tensor": 7, "uint8": [7, 10, 12, 18], "lose": 7, "decim": 7, "precis": [7, 13], "the_u8_tensor": 7, "equival": [7, 14, 17], "premis": 7, "stretch": 7, "automat": [7, 17, 18], "z": [7, 17], "3x1": 7, "1x4": 7, "3x4": 7, "notat": 7, "x_stretch": 7, "y_stretch": 7, "expand": 7, "broadcast_to": 7, "section": [0, 7, 10, 17, 19], "jake": 7, "vanderpla": 7, "book": [7, 21], "scienc": [7, 9, 21], "handbook": 7, "convers": [7, 11], "registri": 7, "register_tensor_conversion_funct": 7, "byte": [7, 8], "atom": 7, "scalar_string_tensor": 7, "ok": 7, "tensor_of_str": 7, "nasa": 7, "servir": 7, "printout": 7, "unicod": 7, "charact": 7, "utf": 7, "sep": 7, "raggedtensor": 7, "And": [7, 8, 9, 14, 17, 18], "to_numb": 7, "pars": [7, 8], "wide": [7, 10, 18], "embed": [0, 7, 17, 19], "datat": [], "sparsetensor": 7, "manner": [7, 14], "sparse_tensor": 7, "dense_shap": 7, "to_dens": 7, "face": [0, 7, 9], "limit": [7, 9, 15, 16, 17, 18, 19], "critic": [0, 7], "savedmodel": 7, "mutat": 7, "kera": [7, 8, 11, 12, 14, 17, 18, 19, 21], "awai": [7, 9], "regardless": [7, 9], "hardwar": [7, 15, 16], "enhanc": 7, "behav": 7, "eagerli": 7, "insid": 7, "dense_lay": 7, "faster": [7, 8, 9, 11, 15, 16], "flip": [7, 11, 14, 18], "convolut": [7, 8, 15, 16, 18, 19], "speedup": 7, "timeit": 7, "conv_lay": 7, "conv2d": [7, 8, 18], "conv_fn": 7, "warm": 7, "conv": [0, 7, 15, 16], "lambda": [7, 9, 11], "tensorson": [], "basi": [7, 11, 18], "wildcard": 7, "frequent": [7, 9], "deal": [7, 17, 18], "input_signatur": 7, "tensorspec": [7, 12, 18], "surfac": [7, 8], "buggy_consume_next": 7, "good_consume_next": 7, "from_tensor_slic": [7, 11, 12, 14], "simplest": 7, "augment": [7, 10, 11, 12], "rotat": [7, 13, 14, 18], "as_numpy_iter": [7, 18], "nest": 7, "tupl": [7, 8], "dictionari": [7, 8, 18], "typespec": 7, "datas": 7, "tensorarrai": 7, "dict": [6, 7, 8, 18], "namedtupl": 7, "pipe": 7, "image1": 7, "image2": 7, "image3": 7, "label1": 7, "label2": 7, "label3": 7, "perturb": 7, "essenc": 7, "curiou": 7, "via": [6, 7, 9, 15, 16, 21], "intro": 7, "impervi": 8, "nlcd": 8, "landsat": [8, 12, 14], "composit": [8, 10, 11], "acquir": [8, 11, 14], "u": [8, 11, 13, 14, 17, 18], "percentag": [8, 15, 16], "export": [6, 8, 11, 19], "ee": 8, "fure": 8, "tifffil": 8, "randrang": 8, "imshow": [6, 8, 10, 11, 12, 13, 14, 18], "pprint": 8, "fcnn": 8, "demo": [8, 9, 12, 21], "test_patch": 8, "training_bas": 8, "training_patch": 8, "val_bas": 8, "val_patch": 8, "band": [8, 10, 17], "opticalband": 8, "b1": 8, "b2": 8, "b3": 8, "b4": 8, "b5": [8, 12], "b6": 8, "b7": 8, "thermalband": 8, "b10": 8, "b11": 8, "kernel_s": 8, "kernel_shap": 8, "fixedlenfeatur": 8, "features_dict": 8, "train_siz": 8, "16000": 8, "val_siz": 8, "8000": 8, "batch_siz": [8, 11, 12, 14, 18], "buffer_s": [8, 18], "2000": [8, 18], "sgd": 8, "meansquarederror": 8, "rootmeansquarederror": 8, "mask": [8, 10, 11, 12, 13, 14, 17], "l8sr": 8, "imagecollect": 8, "lc08": 8, "c01": 8, "t1_sr": 8, "maskl8sr": 8, "cloudshadowbitmask": 8, "pow": 8, "cloudsbitmask": 8, "qa": 8, "pixel_qa": 8, "mask1": 8, "bitwiseand": 8, "eq": 8, "mask2": 8, "min": [6, 8, 9, 10, 11, 13, 14, 18], "mask3": 8, "gt": 8, "lt": 8, "10000": 8, "addband": 8, "clamp": 8, "273": 8, "373": 8, "subtract": [8, 15, 16, 18], "updatemask": 8, "median": 8, "filterd": 8, "01": [8, 18], "mapid": 8, "getmapid": 8, "38": 8, "122": 8, "tilelay": 8, "tile_fetch": 8, "url_format": 8, "attr": 8, "earthengin": 8, "overlai": 8, "thermal": 8, "layercontrol": 8, "fraction": [8, 10], "usg": 8, "nlcd2016": 8, "neighborhoodtoarrai": 8, "proce": 8, "featurestack": 8, "cat": 8, "repeat": [8, 11, 14], "kernel": [8, 11, 15, 16, 18], "strateg": 8, "hand": [8, 17, 19], "256x256": [8, 12], "strategiclli": 8, "trainingpoli": 8, "featurecollect": 8, "demotraininggeometri": 8, "valpoli": 8, "demoevalgeometri": 8, "polyimag": 8, "paint": 8, "palett": 8, "getinfo": 8, "neighborhood": [0, 8], "around": [8, 11, 13, 19, 21], "shard": 8, "prevent": [8, 18], "tfrecord": 8, "breviti": 8, "sake": 8, "revis": 8, "wish": [8, 14], "trainingpolyslist": 8, "tolist": [8, 11], "valpolyslist": 8, "geomsampl": 8, "numpixel": 8, "tilescal": 8, "desc": 8, "_g": 8, "tabl": [8, 13], "todriv": 8, "filenameprefix": 8, "fileformat": 8, "selector": 8, "unfortun": 8, "isn": 8, "parse_tfrecord": 8, "example_proto": 8, "serial": 8, "arg": 8, "parse_single_exampl": 8, "to_tupl": 8, "hwc": 8, "inputslist": 8, "axi": [6, 8, 11, 12, 13, 14, 18], "chw": 8, "get_dataset": 8, "gfile": 8, "tfrecorddataset": 8, "compression_typ": 8, "gzip": 8, "num_parallel_cal": [8, 11, 12, 14], "get_training_dataset": 8, "globb": 8, "get_val_dataset": 8, "squar": [8, 18], "satur": [8, 14, 15, 16, 19], "artifact": 8, "squash": 8, "sensibl": 8, "conv_block": 8, "input_tensor": 8, "num_filt": 8, "pad": [8, 11, 13, 19], "batchnorm": 8, "encoder_block": 8, "encoder_pool": 8, "maxpooling2d": 8, "stride": [8, 11], "decoder_block": 8, "concat_tensor": 8, "conv2dtranspos": [8, 11], "get_model": 8, "encoder0_pool": 8, "encoder0": 8, "32": [8, 11, 12, 18], "encoder1_pool": 8, "encoder1": 8, "encoder2_pool": 8, "encoder2": 8, "encoder3_pool": 8, "encoder3": 8, "encoder4_pool": 8, "encoder4": 8, "512": [8, 11, 12, 18], "decoder4": 8, "decoder3": 8, "decoder2": 8, "decoder1": 8, "decoder0": 8, "sigmoid": [8, 15, 16, 18], "steps_per_epoch": [8, 11, 14], "validation_step": [8, 11, 14], "save_model_path": [8, 11], "model_out_batch_": [8, 11], "_ep": [8, 11], "isdir": [8, 11], "mkdir": [8, 9, 11], "retrain": [8, 18], "model_dir": 8, "load_model": [8, 11], "were": [8, 14, 15, 16, 17, 18, 19], "Then": [8, 9, 10, 12, 17], "writ": [], "perhap": [8, 18], "setup": 8, "doexport": 8, "out_image_bas": 8, "kernel_buff": 8, "until": [8, 11, 17], "coordin": [8, 10, 14, 19], "maxpixel": 8, "1e10": 8, "formatopt": 8, "patchdimens": 8, "kernels": 8, "compress": 8, "maxfiles": 8, "104857600": 8, "sleep": 8, "dopredict": 8, "upload": 8, "fileslist": 8, "exportfileslist": 8, "mixer": 8, "imagefileslist": 8, "jsonfil": 8, "endswith": 8, "elif": [8, 11, 14], "out_json_bas": [], "sure": [2, 6, 9, 10, 13, 14], "sort": [8, 10], "jsontext": 8, "newlin": [], "slist": [], "nlstr": 8, "totalpatch": 8, "x_buffer": 8, "y_buffer": 8, "buffered_shap": 8, "imagecolumn": 8, "imagefeaturesdict": 8, "parse_imag": 8, "totupleimag": 8, "imagedataset": 8, "imagedataset1": [], "t_image_arrai": [], "t_image_array_blu": [], "t_image_array_green": [], "t_image_array_r": [], "255": [10, 11, 12, 14, 18], "astyp": [10, 12, 13], "imsav": [8, 12], "patch_test_": 8, "predictionpatch": 8, "p_image_arrai": 8, "patch_pred_": 8, "out_image_fil": [], "writer": [], "tfrecordwrit": [], "float_list": [], "floatlist": [], "serializetostr": [], "On": [8, 19], "didn": 8, "ceil": [8, 11, 14], "caution": 8, "techniqu": [8, 18, 21], "issu": [8, 10, 14, 15, 16, 17], "buffer": [8, 18], "128x128": 8, "clip": 8, "central": 8, "lima_image_bas": 8, "fcnn_demo_lima_384_": 8, "half": 8, "extend": [0, 8], "lima_kernel_buff": 8, "133581": 8, "164808": 8, "76": [8, 18], "876993": 8, "93859": 8, "lima_region": 8, "index": [6, 8, 10, 11, 18, 21], "ax0": 8, "ax1": 8, "subplot": [6, 8, 10, 11, 12, 13, 14, 18], "sharei": [], "sharex": [], "index_random": 8, "set_xlabel": [], "set_fonts": 8, "image_test": 8, "big": [9, 10, 17], "amazon": 9, "web": 9, "microsoft": [9, 19], "azur": 9, "warehous": 9, "popular": [9, 11, 12, 15, 16, 17, 19], "climat": 9, "weather": 9, "archiv": 9, "rent": 9, "graphic": 9, "10x": 9, "1000x": 9, "aw": 9, "spin": 9, "manag": 9, "server": 9, "lifecycl": 9, "shut": 9, "off": [6, 9, 11, 12, 14, 18, 19], "serverless": 9, "demand": [9, 15, 16, 17], "driven": 9, "pai": 9, "fastmetr": 9, "blog": [9, 17, 19], "tech": 9, "intens": [8, 9, 19], "reli": [7, 9], "minut": [8, 9, 10], "hour": [9, 10, 15, 16], "dai": [9, 11, 15, 16, 19], "easiest": [9, 12], "reproduc": 9, "fault": 9, "toler": 9, "analyt": [0, 9], "particularli": [2, 8, 9, 11, 14, 19], "infrastructur": [9, 19], "iaa": 9, "vm": [9, 10], "suitabl": [0, 9], "provis": 9, "ram": [9, 17], "checkpoint": [9, 18], "nearlin": 9, "coldlin": 9, "cost": [9, 14, 15, 16, 19], "receptacl": 9, "purpos": [9, 10, 11, 12, 14, 18], "notifi": 9, "place": 9, "js": 9, "rubi": 9, "php": 9, "container": [9, 17, 19], "compris": 9, "languag": [0, 7, 9, 17, 18, 21], "iam": 9, "secur": [9, 10, 11, 13], "sensit": 9, "crucial": [9, 18], "customiz": 9, "kubernet": 9, "gke": 9, "microservic": 9, "scikit": [9, 11, 13, 14], "xgboost": 9, "onlin": 9, "preexist": 9, "acca": 9, "team": [9, 12, 14, 17, 19], "prefer": [9, 10, 13], "payment": 9, "credit": [9, 19], "partnership": 9, "affili": 9, "walk": [9, 12, 18, 19], "mainli": [9, 15, 16, 18], "landslid": 9, "live": [9, 19], "scene": [9, 14, 17], "relev": [0, 9, 10, 14, 17, 18], "water": [9, 12], "slope": 9, "segment": [8, 9, 15, 16], "extent": [9, 14, 15, 16, 17, 19], "damag": [9, 18], "gi": 9, "databas": 9, "hook": 9, "architectur": [4, 9, 11, 12, 18], "sn": 9, "trigger": 9, "primarili": [9, 14, 15, 16], "histor": [9, 10], "orchestr": 9, "chip": 9, "georeferenc": 9, "postgi": 9, "sql": 9, "tifeatur": 9, "frontend": 9, "notabl": [9, 15, 16, 17], "idl": 9, "infrastractur": 9, "plan": [9, 14], "gcp_pulumi_stack": 9, "nowadai": 9, "churn": 9, "cheap": 9, "hungri": 9, "anywher": 9, "painless": 9, "yourself": 9, "even": [9, 10, 14, 15, 16, 17], "pro": [9, 12], "exert": 9, "fine": [9, 10, 15, 16, 17, 19], "grain": 9, "public": [9, 12, 19], "docker": 9, "environ": [7, 9, 11, 14, 21], "backend": [2, 4, 8, 9, 11, 12, 14], "collabor": 9, "t4": [8, 9], "gcpvm": 9, "readm": 9, "md": 9, "lab": [9, 10, 14], "vscode": 9, "sdk": 9, "haven": 9, "offici": [9, 12], "websit": 9, "doc": [9, 13, 18, 21], "bashrc": 9, "zshrc": 9, "prompt": [9, 17], "init": [9, 10], "login": 9, "browser": 9, "author": [9, 11, 15, 16, 18, 21], "ask": 9, "confirm": 9, "hashicorp": 9, "quickstart": 9, "repositori": 9, "todo": [], "consol": 9, "googleapi": [9, 18], "overview": 9, "161564225007": 9, "destroi": 9, "persist": [9, 17], "expesn": 9, "dollar": 9, "ip": 9, "wifi": 9, "etc": [9, 19], "varieti": [9, 14, 17, 18], "attent": [9, 19], "scratch": [9, 14, 17], "quota": 9, "admin": 9, "filter": [9, 11, 15, 16], "submit": 9, "wait": [8, 9, 11, 12, 14], "email": 9, "hello": 9, "approv": 9, "accord": [9, 11, 13], "gpus_all_region": 9, "visibl": 9, "tfvar": 9, "n1": 9, "stackoverflow": 9, "53968149": 9, "nvidia": [9, 12], "tesla": 9, "zone": [9, 14], "europ": 9, "west4": 9, "equal": [9, 15, 16], "southamerica": 9, "old": 9, "asia": 9, "north": [9, 11], "america": [0, 9, 12], "west": 9, "east": 9, "makefil": 9, "sync": 9, "syncup": 9, "ssh": 9, "path_ssh_kei": 9, "o": [9, 10, 18], "identitiesonli": 9, "ye": 9, "vm_conn": 9, "p": [6, 9, 12, 14, 15, 16], "remote_dir": 9, "rsync": 9, "avz": 9, "exclud": [6, 9], "git": [9, 11, 13], "gitignor": 9, "shell": 9, "echo": 9, "tr": 9, "syncdown": 9, "vm_name_zon": 9, "port": [7, 9], "l": [9, 15, 16, 17], "8888": 9, "localhost": 9, "6006": 9, "8787": 9, "redeploi": 9, "infra": 9, "semant": [], "grid": [10, 11, 13, 14, 18], "minmaxscal": 10, "mpimg": [10, 11], "cv2": 10, "default_tim": [], "timer": [], "tqdm": [10, 11], "hopefulli": [10, 11, 14], "tensorflow_vers": 10, "device_nam": [10, 11, 14], "gpu_device_nam": [10, 11, 14], "rais": [10, 11, 14], "systemerror": [10, 11, 14], "dlr_fusion_competition_germani": 10, "dlr_fusion_competition_germany_train_source_planet": 10, "dlr_fusion_competition_germany_train_source_planet_5dai": 10, "dlr_fusion_competition_germany_train_source_sentinel_1": 10, "dlr_fusion_competition_germany_train_source_sentinel_2": 10, "dlr_fusion_competition_germany_test_source_planet": 10, "dlr_fusion_competition_germany_test_source_planet_5dai": 10, "dlr_fusion_competition_germany_test_source_sentinel_1": 10, "dlr_fusion_competition_germany_test_source_sentinel_2": 10, "dlr_fusion_competition_germany_train_label": [10, 11], "dlr_fusion_competition_germany_test_label": 10, "esa": [10, 11, 13], "food": [10, 11, 13], "crops_gt_brandenburg_doc": [10, 11, 13], "pdf": [10, 11, 12, 13], "wheat": [10, 11, 13, 14], "rye": [10, 11, 13, 14], "barlei": [10, 11, 13, 14], "oat": [10, 11, 13, 14], "corn": [10, 11, 13, 14], "oil": [10, 11, 13, 14], "meadow": [10, 11, 13, 14], "forag": [10, 11, 13, 14], "lulc_class": [10, 11, 13], "labels_geo": 10, "dlr_fusion_competition_germany_train_labels_33n_18e_242n": [10, 11], "crop_id": [10, 11], "helper": 10, "planet": [10, 11, 14], "fusion": [11, 13], "8681": [10, 11], "raster_read": 10, "raster_dir": 10, "rgbn": 10, "sr": 10, "rgbn_src": 10, "target_cr": 10, "cr": 10, "rgbn_norm": 10, "norm_minmax": 10, "rgbn_norm_out": 10, "sr_byte_sc": 10, "8bit": 10, "wdrvi": 10, "dynam": 10, "veget": 10, "ndvi": 10, "si": 10, "shadow": 10, "indexnormstack": 10, "nir": 10, "wdrvicalc": 10, "npcricalc": 10, "npcri": 10, "ndvicalc": 10, "1e": [10, 18], "sicalc": 10, "expo": 10, "norm": [10, 15, 16, 17], "arr": 10, "scaler": 10, "feature_rang": 10, "arr_norm": 10, "reconstruct": 10, "inverse_transform": 10, "ndi": 10, "index_stack": 10, "bandstack": 10, "bright": 10, "change_bright": 10, "img": [10, 11, 14], "hsv": 10, "cvtcolor": 10, "color_bgr2hsv": 10, "h": [10, 11, 14, 17], "final_hsv": 10, "color_hsv2bgr": 10, "invalid": 10, "grayscal": 10, "geo_1": 10, "overwrit": [10, 18], "geo": [10, 19], "labels_src": 10, "geo_0": 10, "is_valid": 10, "reproject": 10, "landcover_int": 10, "shapes_0": 10, "geom": 10, "shapes_1": 10, "labels_src_prf": 10, "profil": [10, 12], "blank": [10, 11], "burn": [10, 19], "out_shap": 10, "fill": [10, 19], "all_touch": 10, "save_imag": 10, "rgb_norm": 10, "rgb_src": 10, "stack_comput": 10, "stack_t": 10, "stack_out": 10, "indices_comput": 10, "index_stack_t": 10, "index_stack_out": 10, "labels_out": 10, "written": 10, "224x224": 10, "output_dir": [10, 11], "brighten": [10, 14], "tiles_dir": 10, "img_dir": [10, 11, 14], "stacks_brighten": [10, 11, 13, 14], "label_dir": [10, 11, 14], "get_til": 10, "nol": 10, "nrow": 10, "offset": [10, 11, 18], "big_window": 10, "col_off": 10, "row_off": 10, "yield": [10, 15, 16], "tile_width": 10, "tile_height": 10, "inpath": 10, "outpath": 10, "unlik": [10, 17, 18, 19], "jpg": 10, "outfil": 10, "tile_": 10, "s_": 10, "outd": 10, "imw": 10, "imwb": 10, "50": [10, 11, 18], "process_til": 10, "index_flag": 10, "9888": 10, "incur": 10, "timeout": 10, "latenc": 10, "affect": [0, 8, 10, 12, 17, 18], "ssd": 10, "solv": [8, 10, 15, 16], "train_images_dir": 10, "scandir": 10, "is_dir": [10, 12], "raster_out_dir": 10, "person": [8, 10, 18], "write_out": 10, "train_image_dir": 10, "cc_stack": 10, "geotiff": [6, 10, 21], "stack_fil": 10, "index_stack_fil": 10, "labels_fil": 10, "224": [10, 11, 12, 14, 18], "background_list_train": [10, 11, 13], "txt": [10, 11, 13], "train_list_clean": [10, 11, 13], "get_train_test_list": [10, 11], "imdir": [10, 11], "lbldir": [10, 11], "dset_list": [10, 11], "x_filenam": [10, 11], "y_filenam": [10, 11], "img_id": [10, 11], "train_list": [10, 11], "x_train_filenam": [10, 11, 14], "y_train_filenam": [10, 11, 14], "proport": [10, 11], "strip": [10, 11], "imbal": [10, 11, 14], "background_remov": [10, 11], "90": [10, 11, 18], "commun": [10, 11, 12, 17], "x_val_filenam": [10, 11, 14], "y_val_filenam": [10, 11, 14], "42": [10, 11], "x_test_filenam": [10, 11, 14], "y_test_filenam": [10, 11, 14], "33": [10, 11, 18], "num_train_exampl": [10, 11, 14], "num_val_exampl": [10, 11, 14], "num_test_exampl": [10, 11, 14], "partit": [6, 10, 11, 18], "due": [10, 14, 15, 16, 17], "slow": [2, 8, 10], "vals_train": [10, 11], "vals_val": [10, 11], "vals_test": [10, 11], "get_vals_in_partit": [10, 11], "partition_list": [10, 11], "sublist": [10, 11], "foreground": [10, 11, 14], "display_num": [10, 11], "foreground_list_x": [10, 11], "foreground_list_i": [10, 11], "num_foreground_exampl": [10, 11], "randoml": [10, 11], "r_choic": [10, 11], "img_num": [10, 11], "x_pathnam": [10, 11], "y_pathnam": [10, 11], "imread": [10, 11, 13, 14], "example_label": [10, 11], "label_v": [10, 11], "suptitl": [10, 11], "catch": 11, "germani": [0, 11, 13], "unet": [11, 14], "biomed": 11, "olaf": 11, "categor": 11, "judg": 11, "exploratori": 11, "pipelin": [0, 6, 10, 11, 14], "audienc": [11, 13, 14], "post": [11, 13, 14], "gear": [11, 13, 14, 18], "toward": [11, 13, 14, 15, 16, 17, 18], "who": [11, 13, 14], "comfort": [11, 13, 14], "60": [11, 13, 14], "120": [11, 13, 14, 15, 16], "github": [11, 13, 19, 21], "nightli": [6, 11, 14], "addon": [], "segmentation_model": [11, 14], "pretrain": [10, 11, 14, 17, 18, 19], "iou": [11, 19], "tensorflow_addon": [], "tfa": [], "vis_util": [], "tensorflow_exampl": 11, "pix2pix": 11, "iou_scor": [11, 14], "tf_explain": 11, "activations_visu": 11, "activationsvisualizationcallback": 11, "disable_progress_bar": [11, 14], "focal_loss": [11, 14], "sparsecategoricalfocalloss": [11, 14], "confusion_matrix": 13, "f1_score": 13, "skimag": [11, 12, 13, 14], "skio": [11, 13, 14], "img_shap": [11, 14], "_process_pathnam": [11, 14], "fname": [11, 14], "pathnam": [11, 14], "img_str": [11, 14], "decode_png": [11, 12, 14], "label_img_str": [11, 14], "num_fram": [11, 14], "label_img": [11, 14], "expand_dim": [11, 12, 14, 18], "horizont": [11, 14, 18], "flip_img_h": 11, "horizontal_flip": 11, "tr_img": 11, "flip_prob": 11, "cond": 11, "flip_left_right": 11, "vertic": [8, 11], "flip_img_v": 11, "vertical_flip": 11, "flip_up_down": 11, "_augment": [11, 14], "resiz": [11, 12, 14, 19], "rescal": [10, 11, 19], "print_tensor": 11, "tie": [11, 14], "four": [11, 13, 14], "get_baseline_dataset": [11, 14], "preproc_fn": 11, "partial": [11, 14], "thread": [11, 14], "num_x": [11, 14], "advantag": [0, 11, 14, 15, 16, 17, 19, 21], "multithread": [11, 14], "keyword": 11, "assert": 11, "tr_cfg": 11, "tr_preprocessing_fn": 11, "val_cfg": 11, "val_preprocessing_fn": 11, "test_cfg": 11, "test_preprocessing_fn": 11, "train_d": [11, 12, 14], "val_d": [11, 12, 14], "test_d": [11, 12], "temp_d": 11, "examin": 11, "next_el": 11, "get_next": 11, "batch_of_img": 11, "sample_imag": [11, 12, 14], "sample_mask": [11, 12, 14], "display_list": [6, 11, 12, 14], "array_to_img": [6, 11, 12, 14], "reset": 11, "forground": 11, "modifi": [11, 18, 21], "robust": [11, 12, 17, 18], "mobilenetv2": [11, 14, 18], "whose": 11, "sarakon": 11, "2019": 11, "nine": 11, "output_channel": [11, 13], "necessit": [], "transfer": 14, "base_model": [11, 18], "include_top": [11, 18], "layer_nam": 11, "block_1_expand_relu": [11, 18], "block_3_expand_relu": [11, 18], "block_6_expand_relu": [11, 18], "block_13_expand_relu": [11, 18], "block_16_project": [11, 18], "get_lay": 11, "down_stack": 11, "sandler": 11, "2018": 11, "decreas": 11, "equat": 11, "longer": [0, 8, 11, 19], "2x": 11, "up_stack": 11, "unet_model": 11, "first_lay": 11, "concat": 11, "last_lay": 11, "emphas": 11, "dampen": 11, "create_mask": [11, 12, 14], "output_shap": 11, "inv_freq": 11, "value_count": 11, "class_weight": 11, "normalizedata": 11, "class_weights_list": 11, "scaled_class_weight": 11, "scaled_class_weights_list": 11, "gamma": [11, 14], "focus": [0, 11, 14, 21], "domin": [11, 17], "empir": 11, "lin": [11, 17, 19], "00001": [11, 14], "un": 11, "pred_mask": [11, 12, 14], "newaxi": [11, 13, 14], "show_predict": [11, 12, 14], "num": [11, 12, 14], "tile_dlr_fusion_competition_germany_train_source_planet_5day_33n_18e_242n_2018_05_28_811": [11, 14], "mp": [11, 14], "mpe": [11, 14], "eval": [11, 14], "accomplish": 11, "displaycallback": [11, 12, 14], "on_epoch_end": [11, 12, 14], "nsampl": [11, 12, 14], "dedic": 11, "load_ext": 11, "log_dir": 11, "log_fit_dir": 11, "log_fit_session_dir": 11, "strftime": 11, "visualizations_dir": 11, "vizual": 11, "visualizations_session_dir": 11, "fresh": 11, "rmtree": 11, "tensorboard_callback": 11, "histogram_freq": 11, "write_graph": 11, "image_v": 11, "layers_nam": 11, "overfit": [11, 15, 16, 18], "ve": [11, 14, 17, 18, 19], "pure": [11, 15, 16], "preview": 11, "alarm": 11, "model_histori": [11, 14], "bo": [11, 14], "ylim": [11, 14, 18], "logdir": 11, "histogram": 11, "dashboard": 11, "bar": 11, "track": 11, "shown": [11, 15, 16, 17, 19], "correctli": [10, 11, 13], "verifi": 11, "_nopretrain_focalloss": 11, "kept": 11, "achiev": [11, 15, 16, 17, 18, 19], "rea": 11, "donli": 11, "weren": 11, "abl": [2, 10, 11, 12, 14, 19], "load_from_checkpoint": 11, "custom_object": 11, "inferenc": 11, "get_predict": 11, "valueerror": 11, "predicit": 11, "tiled_prediction_dir": 11, "predictions_test_focal_loss": 11, "pred_path": 11, "true_mask": 11, "mask_int": 11, "27th": 11, "save_img": 11, "cut": [11, 14], "extra": [6, 11], "path_df": [11, 13], "img_nam": [11, 14], "label_nam": [11, 13, 14], "pred_nam": [11, 13], "test_file_path": [11, 13, 14], "train_file_path": [11, 14], "validate_file_path": [11, 14], "variant": [12, 19], "geosptial": 12, "mix": [12, 14, 19], "hierarch": [12, 17], "lightweight": [12, 19], "mlp": [12, 17], "led": [12, 17], "publicli": 12, "turori": [], "tensorflow_io": 12, "tiffil": [], "tfio": 12, "tfsegformerforsemanticsegment": 12, "landcovernet": [0, 12], "south": [0, 11, 12], "tremend": 12, "encourag": 12, "ref_landcovernet_sa_v1": 12, "ref_landcovernet_sa_v1_source_sentinel_2": 12, "ref_landcovernet_sa_v1_source_sentinel_1": 12, "ref_landcovernet_sa_v1_source_landsat_8": 12, "ref_landcovernet_sa_v1_label": 12, "df": 12, "512x512": 12, "deviat": [10, 12, 15, 16], "autotun": [12, 18], "image_s": 12, "485": 12, "456": 12, "406": 12, "std": 12, "229": 12, "225": 12, "subdirectori": 12, "subdir": 12, "iterdir": 12, "34229": 12, "compile_dataset": 12, "impath": 12, "dataset_split": 12, "ref_landcovernet_sa_v1_rgb_images_fl_png_": [], "ref_landcovernet_sa_v1_label_images_png_": [], "b04": 12, "b03": 12, "b02": 12, "999": 12, "rgb_im": 12, "fromarrai": 12, "im_id": 12, "ref_landcovernet_sa_v1_rgb_images_": [], "maskpath": 12, "source_landsat_8": 12, "mask_fil": 12, "mask_imag": 12, "ref_landcovernet_sa_v1_label_images_t_": [], "1000": 12, "part_str": 12, "part_start": 12, "part_end": 12, "1001": 12, "1201": 12, "1202": 12, "2202": 12, "prefetch": [12, 14, 18], "input_imag": 12, "convert_image_dtyp": 12, "epsilon": 12, "image_fil": 12, "decode_tiff": 12, "input_mask": 12, "nearest": [12, 13], "antialia": 12, "reshaped_input_mask": 12, "pixel_valu": 12, "train_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_train": [], "train_label": 12, "ref_landcovernet_sa_v1_label_images_t_train": [], "val_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_v": [], "val_label": 12, "ref_landcovernet_sa_v1_label_images_t_v": [], "test_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_test": [], "test_label": 12, "ref_landcovernet_sa_v1_label_images_t_test": [], "element_spec": [12, 18], "nice": 12, "mit": [12, 18], "b0": 12, "vato": [], "smallest": 12, "suffic": [12, 14], "model_checkpoint": 12, "landcovernet_sa": 12, "id2label": 12, "artificial_bare_ground": 12, "natural_bare_ground": 12, "permanent_snow_ic": 12, "woody_veget": 12, "cultivated_veget": 12, "semi_natural_veget": 12, "label2id": 12, "num_label": 12, "from_pretrain": 12, "ignore_mismatched_s": 12, "finetun": [12, 18], "schema": 12, "whilst": 12, "Of": [12, 18, 19], "dataclass": 12, "pilot": 12, "__init__": 12, "super": 12, "0s": 12, "217m": 12, "174m": 12, "305m": 12, "116m": 12, "122m": 12, "105m": 12, "108m": 12, "127m": 12, "123m": 12, "113m": 12, "brief": 12, "hub": 12, "push_to_hub": 12, "usernam": 12, "awesom": 12, "push": 12, "pushtohubcallback": 12, "confid": [13, 19], "incorrectli": 13, "succinct": 13, "summarr": 13, "fall": [4, 13], "sci": [13, 21], "kit": [13, 21], "recal": [13, 15, 16], "lighter": 13, "read_csv": [13, 14], "pred": 13, "label_arr_lst": 13, "pred_arr_lst": 13, "corrupt": [13, 18], "pred_arr_lst_valid": 13, "label_arr_lst_valid": 13, "th": 13, "incorrect": [13, 14, 19], "flat_pr": 13, "flat_truth": 13, "cm": 13, "confusionmatrixdisplai": 13, "from_predict": 13, "inlin": 13, "im": [8, 13], "interpol": 13, "cmap": [8, 13], "colorbar": [8, 13], "tick": 13, "xtick": [13, 14], "arang": 13, "ytick": [13, 14], "entri": 13, "xticklabel": 13, "yticklabel": 13, "align": [13, 19], "setp": 13, "get_xticklabel": 13, "45": 13, "rotation_mod": 13, "anchor": 13, "annot": [13, 17], "fmt": 13, "2f": [13, 18], "thresh": 13, "j": [13, 15, 16, 17], "va": 13, "white": 13, "black": 13, "tight_layout": [8, 13, 14], "h_pad": 13, "w_pad": 13, "set_ylim": 13, "averag": [8, 13, 15, 16, 18], "macro": 13, "underperform": [14, 17], "maxim": 14, "happi": 14, "report": [8, 14, 18], "hoorai": 14, "diagnos": 14, "impact": [6, 14, 15, 16, 18], "overal": [14, 19], "difficulti": [14, 17], "mismatch": 14, "date": [10, 11, 14, 17], "boundari": [14, 17, 18, 19], "suffici": 14, "hierarchi": 14, "mobilenet": [14, 18], "backbon": [11, 14], "flood": 14, "sundarban": 14, "nation": 14, "park": 14, "india": 14, "ae39dbf2929": 14, "mangrov": 14, "river": [6, 14, 18], "dfferent": 14, "lump": 14, "holist": 14, "priorit": [14, 19], "ignor": [14, 17], "microscal": 14, "slightli": 14, "canopi": 14, "idea": [14, 18], "alwai": [10, 14, 17, 18], "ideal": 14, "speci": 14, "natur": [0, 8, 14, 17, 18, 19], "tree": 14, "phrase": 14, "procur": 14, "accomod": 14, "groundtruth": 14, "timestamp": 14, "eus": 14, "incorpor": [14, 17], "josm": 14, "street": [14, 17], "editor": 14, "lulc": 14, "platform": [14, 19], "snap": 14, "tandem": 14, "gif": 14, "finish": [8, 14], "aoi": 14, "review": 14, "supervisor": 14, "ahead": [10, 14], "tell": 14, "estiamt": 14, "individiu": 14, "thought": 14, "delin": [14, 17], "oftentim": 14, "megapizxel": 14, "undersampl": 14, "lead": [14, 15, 16], "marin": [14, 19], "debri": 14, "plastic": 14, "pollut": 14, "ocean": [14, 19], "coastlin": 14, "overhelm": 14, "geoloc": 14, "represnet": 14, "sampel": 14, "magnifi": [14, 15, 16], "librair": 14, "albument": [11, 14], "sm": 14, "bce_jaccard_loss": [], "blur": 14, "horizontalflip": 14, "verticalflip": 14, "channelshuffl": 14, "validate_df": 14, "hundr": [14, 15, 16], "valuabl": 14, "plu": [14, 19, 21], "highlight": 14, "did": [8, 14, 15, 16], "episod": 14, "veritc": 14, "40": [8, 14, 18], "blur_limit": 14, "aug_fn": 14, "img_siz": 14, "aug_data": 14, "aug_img": 14, "numpy_funct": 14, "func": 14, "inp": 14, "tout": 14, "whenev": 14, "view_imag": 14, "add_subplot": 14, "boom": 14, "ey": 14, "aggress": 14, "downlaod": 14, "set_framework": 14, "encoder_weight": 14, "imagenet": [14, 15, 16, 17, 18], "lilliann": 21, "ryan": 21, "averi": 21, "materi": 21, "expertis": 21, "vi": 21, "acquisit": 21, "developmentse": [17, 19, 21], "reader": 21, "enjoi": 21, "topic": 21, "rocket": 21, "screen": 21, "launch": 21, "page": 21, "virtual": 21, "regist": 21, "executablebookproject": 21, "isbn": 21, "tbd": 21, "ref_landcovernet_sa_v1_rgb_images_png_": [], "ref_landcovernet_sa_v1_rgb_images_png_512_": 12, "ref_landcovernet_sa_v1_label_images_png_512_": 12, "resized_rgb_imag": 12, "preserve_rang": 12, "anti_alias": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_": 12, "resized_mask_imag": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_train": 12, "ref_landcovernet_sa_v1_label_images_png_512_train": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_v": 12, "ref_landcovernet_sa_v1_label_images_png_512_v": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_test": 12, "ref_landcovernet_sa_v1_label_images_png_512_test": 12, "ade20k": 12, "newer": 12, "eas": 12, "candid": 12, "sm_framework": [11, 14], "usr": 11, "lib": 11, "python3": [6, 11], "dist": 11, "2023": [4, 17, 19], "32m5": [], "31m21": [], "32m612": [], "612": [], "31m7": [], "32m50": [], "31m2": 18, "31merror": [], "satisfi": [], "0rc0": [], "0rc1": [], "0rc2": [], "0rc3": [], "1rc0": [], "1rc1": [], "_batchdataset": [], "30m": [], "99": [], "147m": [], "8476": 18, "1405": [], "1068": [], "8824": [], "1223": [], "val_iou_scor": [], "1480": [], "industri": [6, 18], "pastur": [6, 18], "annualcrop": [6, 18], "permanentcrop": [6, 18], "highwai": [6, 18], "herbaceousveget": [6, 18], "residenti": [6, 18], "sealak": [6, 18], "ds_info": [6, 18], "with_info": [6, 18], "val_dataset": 6, "val_image_arrai": 6, "val_label_integ": 6, "x_val": 6, "y_val": 6, "18900": [6, 18], "5670": [6, 18], "2430": [6, 18], "show_exampl": [6, 18], "sequential_5": 6, "flatten_2": 6, "dense_4": 6, "dropout_2": 6, "dense_5": 6, "class_str": 6, "sound": 6, "mark": [15, 16, 17], "nonlinear": [15, 16], "tanh": [15, 16], "though": [15, 16, 17], "rectifi": [15, 16], "vanish": [15, 16, 17], "gradient": [8, 15, 16, 17, 18], "despit": [15, 16, 17, 18], "innov": [15, 16], "lack": [15, 16, 17], "compat": [15, 16], "svm": [15, 16], "competit": [15, 16, 19], "d2l": [0, 15, 16, 17], "cc": [15, 16, 17], "BY": [15, 16, 17], "sa": [15, 16, 17], "breakout": [15, 16], "moment": [15, 16], "significantli": [15, 16], "outperform": [15, 16, 17, 19], "lower": [0, 8, 15, 16, 17, 18, 19], "runner": [15, 16], "recognit": [0, 15, 16, 17], "primari": [0, 15, 16, 17], "takeawai": [15, 16], "tend": [15, 16], "feasibl": [15, 16], "million": [15, 16, 17, 18], "undeni": [15, 16], "evidenc": [15, 16], "citat": [15, 16], "000": [12, 15, 16], "scholar": [15, 16], "arch": [15, 16], "learnopencv": [15, 16], "filterimag": [15, 16], "1x1": [15, 16], "perceptron": [0, 15, 16], "fewer": [0, 15, 16, 18, 19], "linearli": [8, 15, 16], "solut": [15, 16], "logarithm": [15, 16], "3x3": [15, 16, 19], "burden": [15, 16, 17], "5x5": [15, 16], "narrow": [0, 15, 16], "stem": [15, 16, 17], "intric": [15, 16, 17], "modern": [15, 16], "todai": [15, 16], "star": [15, 16], "branch": [15, 16], "implicitli": [15, 16], "alloc": [15, 16], "statement": [15, 16], "budget": [15, 16], "academ": [15, 16], "curios": [15, 16], "put": [15, 16, 18], "world": [15, 16, 19], "resembl": [15, 16], "preval": [15, 16], "suscept": [15, 16], "tackl": [15, 16, 17], "quadrat": [15, 16, 17], "interestingli": [15, 16], "possess": [15, 16], "broader": [15, 16], "trend": [15, 16, 17], "week": [15, 16], "intract": [15, 16], "grade": [15, 16], "had": [10, 15, 16], "minifi": [15, 16], "magnitud": [0, 15, 16, 17], "covari": [15, 16], "drift": [15, 16], "inaccuraci": [15, 16], "minibatch": [15, 16], "ber": [15, 16], "stabil": [10, 15, 16], "residu": [12, 15, 16, 17, 19], "investig": [8, 15, 16, 17], "guarante": [15, 16], "sought": [15, 16], "desir": [15, 16], "quickli": [15, 16, 17, 18, 19], "resenet": [15, 16], "152": [15, 16], "bottou": [15, 16], "bengio": [15, 16], "haffner": [15, 16], "sutskev": [15, 16], "hinton": [15, 16], "chen": [15, 16], "yan": [15, 16], "liu": [15, 16, 17], "jia": [15, 16], "sermanet": [15, 16], "reed": [15, 16], "anguelov": [15, 16], "rabinovich": [15, 16], "zhang": [15, 16, 17, 19], "ren": [15, 16], "sun": [8, 15, 16], "tfx_dependency_selector": 6, "pypi": 6, "tensorflow_data_valid": 6, "conveni": 6, "accompani": 6, "show_statist": 6, "unstabl": 6, "circumst": 6, "trian": 17, "deploi": [0, 17, 19], "excel": 17, "recurr": 17, "tailor": 17, "hidden": [17, 18], "outcom": [0, 17], "letter": [0, 17], "dog": 17, "ben": 17, "khuong": 17, "embodi": 17, "predecessor": 17, "substanti": [17, 18], "farther": 17, "grappl": 17, "explod": 17, "remedi": 17, "lstm": [0, 17], "craft": 17, "combat": 17, "delv": 17, "shortli": 17, "empow": 17, "relai": 17, "steer": 17, "gate": 17, "mitig": 17, "distant": 17, "past": 17, "forget": 17, "bi": 17, "2011": 17, "soon": [4, 17, 18], "dethron": 17, "intrins": [8, 17], "favor": [12, 17, 19], "sizabl": 17, "overcom": 17, "shortcom": 17, "decad": 17, "reign": 17, "methodolog": 17, "usher": 17, "era": 17, "colleagu": 17, "transduct": 17, "surpass": 17, "x1": 17, "x2": 17, "shorter": 17, "But": [0, 10, 17], "googlenet": 17, "2014": 17, "vison": [12, 17], "vit": [17, 19], "greatli": 17, "resnet": [12, 17, 19], "16x16": 17, "assumpt": [0, 17], "swin": [12, 17], "classfic": 17, "recent": [0, 4, 12, 17, 19], "navit": 17, "dehghani": 17, "constraint": [0, 17, 19], "transferr": 17, "convmix": 17, "huggingfac": [12, 17], "co": [12, 17], "focu": [17, 18], "effort": [0, 11, 17], "speech": [0, 17], "dispar": 17, "photograph": 17, "sensor": [17, 19], "march": 17, "sam": 17, "coco": [17, 19], "drop": [2, 17], "fly": [10, 17], "geoai": 17, "remark": 17, "assist": 17, "medic": 17, "strong": [17, 19], "announc": [4, 17], "06": 17, "08": 17, "awar": [8, 17, 19], "tinycd": [17, 19], "shazeer": 17, "parmar": 17, "uszkoreit": 17, "jone": 17, "gomez": 17, "polosukhin": 17, "ii": 17, "beyer": 17, "kolesnikov": 17, "weissenborn": 17, "zhai": 17, "unterthin": 17, "iii": 17, "cao": 17, "hu": 17, "wei": 17, "guo": 17, "proceed": 17, "ieee": 17, "cvf": 17, "pp": 17, "10012": 17, "10022": 17, "iv": 17, "mustafa": 17, "djolonga": 17, "heek": 17, "minder": 17, "caron": 17, "houlsbi": 17, "pack": 17, "arxiv": [17, 19], "preprint": [17, 19], "2307": 17, "06304": 17, "hyperparamat": 18, "character": [0, 18], "generaliz": [11, 18], "grasp": 18, "behind": 18, "strategi": [10, 18], "unfreez": 18, "blend": 18, "jointli": 18, "situat": 18, "somewhat": [8, 11, 18], "tranfer": 18, "revisit": [0, 8, 18], "validation_dataset": 18, "4725": 18, "1418": 18, "608": 18, "convert_dataset": [6, 18], "int64": 18, "blockag": 18, "realist": 18, "data_augment": 18, "randomflip": 18, "randomrot": 18, "first_imag": 18, "augmented_imag": 18, "preprocess_input": 18, "mobilenet_v2": 18, "arbitrarili": 18, "127": 18, "bottleneck": 18, "inclus": 18, "v2": 18, "undefin": 18, "96": 18, "160": 18, "192": 18, "extractor": [18, 19], "64x64x3": 18, "2x2x1280": 18, "image_batch": 18, "label_batch": 18, "feature_batch": 18, "1280": 18, "precaut": 18, "mobilenetv2_1": 18, "00_224": 18, "__________________________________________________________________________________________________": 18, "input_1": 18, "inputlay": 18, "conv1": 18, "864": 18, "bn_conv1": 18, "conv1_relu": 18, "expanded_conv_depthwis": 18, "288": 18, "wiseconv2d": 18, "expanded_conv_depthwise_bn": 18, "ba": 18, "tchnormal": 18, "expanded_conv_depthwise_relu": 18, "expanded_conv_project": 18, "expanded_conv_project_bn": 18, "batc": 18, "hnormal": 18, "block_1_expand": 18, "1536": 18, "block_1_expand_bn": 18, "384": 18, "izat": 18, "block_1_pad": 18, "zeropadding2d": 18, "block_1_depthwis": 18, "depthwiseco": 18, "nv2d": 18, "block_1_depthwise_bn": 18, "batchnor": 18, "maliz": 18, "block_1_depthwise_relu": 18, "block_1_project": 18, "2304": [18, 19], "block_1_project_bn": 18, "batchnorma": 18, "lizat": 18, "block_2_expand": 18, "144": 18, "3456": 18, "block_2_expand_bn": 18, "576": 18, "block_2_expand_relu": 18, "block_2_depthwis": 18, "1296": 18, "block_2_depthwise_bn": 18, "block_2_depthwise_relu": 18, "block_2_project": 18, "block_2_project_bn": 18, "block_2_add": 18, "block_3_expand": 18, "block_3_expand_bn": 18, "block_3_pad": 18, "block_3_depthwis": 18, "block_3_depthwise_bn": 18, "block_3_depthwise_relu": 18, "block_3_project": 18, "4608": 18, "block_3_project_bn": 18, "block_4_expand": 18, "6144": 18, "block_4_expand_bn": 18, "768": 18, "block_4_expand_relu": 18, "block_4_depthwis": 18, "1728": 18, "block_4_depthwise_bn": 18, "block_4_depthwise_relu": 18, "block_4_project": 18, "block_4_project_bn": 18, "block_4_add": 18, "block_5_expand": 18, "block_5_expand_bn": 18, "block_5_expand_relu": 18, "block_5_depthwis": 18, "block_5_depthwise_bn": 18, "block_5_depthwise_relu": 18, "block_5_project": 18, "block_5_project_bn": 18, "block_5_add": 18, "block_6_expand": 18, "block_6_expand_bn": 18, "block_6_pad": 18, "block_6_depthwis": 18, "block_6_depthwise_bn": 18, "block_6_depthwise_relu": 18, "block_6_project": 18, "block_6_project_bn": 18, "block_7_expand": 18, "24576": 18, "block_7_expand_bn": 18, "block_7_expand_relu": 18, "block_7_depthwis": 18, "block_7_depthwise_bn": 18, "block_7_depthwise_relu": 18, "block_7_project": 18, "block_7_project_bn": 18, "block_7_add": 18, "block_8_expand": 18, "block_8_expand_bn": 18, "block_8_expand_relu": 18, "block_8_depthwis": 18, "block_8_depthwise_bn": 18, "block_8_depthwise_relu": 18, "block_8_project": 18, "block_8_project_bn": 18, "block_8_add": 18, "block_9_expand": 18, "block_9_expand_bn": 18, "block_9_expand_relu": 18, "block_9_depthwis": 18, "block_9_depthwise_bn": 18, "block_9_depthwise_relu": 18, "block_9_project": 18, "block_9_project_bn": 18, "block_9_add": 18, "block_10_expand": 18, "block_10_expand_bn": 18, "block_10_expand_relu": 18, "block_10_depthwis": 18, "depthwisec": 18, "onv2d": 18, "block_10_depthwise_bn": 18, "batchno": 18, "rmaliz": 18, "block_10_depthwise_relu": 18, "block_10_project": 18, "36864": 18, "block_10_project_bn": 18, "aliz": 18, "block_11_expand": 18, "55296": 18, "block_11_expand_bn": 18, "block_11_expand_relu": 18, "block_11_depthwis": 18, "5184": 18, "block_11_depthwise_bn": 18, "block_11_depthwise_relu": 18, "block_11_project": 18, "block_11_project_bn": 18, "block_11_add": 18, "block_12_expand": 18, "block_12_expand_bn": 18, "block_12_expand_relu": 18, "block_12_depthwis": 18, "block_12_depthwise_bn": 18, "block_12_depthwise_relu": 18, "block_12_project": 18, "block_12_project_bn": 18, "block_12_add": 18, "block_13_expand": 18, "block_13_expand_bn": 18, "block_13_pad": 18, "block_13_depthwis": 18, "block_13_depthwise_bn": 18, "block_13_depthwise_relu": 18, "block_13_project": 18, "92160": 18, "block_13_project_bn": 18, "640": 18, "block_14_expand": 18, "960": 18, "153600": 18, "block_14_expand_bn": 18, "3840": 18, "block_14_expand_relu": 18, "block_14_depthwis": 18, "8640": 18, "block_14_depthwise_bn": 18, "block_14_depthwise_relu": 18, "block_14_project": 18, "block_14_project_bn": 18, "block_14_add": 18, "block_15_expand": 18, "block_15_expand_bn": 18, "block_15_expand_relu": 18, "block_15_depthwis": 18, "block_15_depthwise_bn": 18, "block_15_depthwise_relu": 18, "block_15_project": 18, "block_15_project_bn": 18, "block_15_add": 18, "block_16_expand": 18, "block_16_expand_bn": 18, "block_16_expand_relu": 18, "block_16_depthwis": 18, "block_16_depthwise_bn": 18, "block_16_depthwise_relu": 18, "320": 18, "307200": 18, "block_16_project_bn": 18, "conv_1": 18, "409600": 18, "conv_1_bn": 18, "5120": 18, "out_relu": 18, "257": 18, "984": 18, "flat": 18, "global_average_lay": 18, "globalaveragepooling2d": 18, "feature_batch_averag": 18, "prediction_lay": 18, "prediction_batch": 18, "base_learning_r": 18, "0001": 18, "input_2": 18, "truediv": 18, "tfoplambda": 18, "tfoplambd": 18, "funct": 18, "2257984": 18, "ional": 18, "global_average_pooling2d": 18, "lobalaveragepooling2d": 18, "12810": 18, "270": 18, "794": 18, "810": 18, "trainable_vari": 18, "initial_epoch": 18, "loss0": 18, "accuracy0": 18, "14m": [], "8733": [], "0952": [], "87": [], "74": 18, "1513": [], "6145": [], "6628": [], "7847": [], "61": [], "13m": [], "6991": [], "7739": [], "5474": [], "8205": [], "69": [], "15m": 18, "6034": [], "8005": [], "4916": [], "8406": [], "79": [], "17m": 18, "5631": [], "8160": [], "4659": [], "8481": [], "80": [], "5366": [], "8241": [], "4368": [], "8547": [], "5233": [], "8285": [], "4215": [], "8616": [], "5209": [], "8296": [], "4303": [], "8593": [], "57": [], "12m": [], "5015": [], "8343": [], "4197": [], "8621": [], "58": 18, "4948": [], "8368": [], "4007": [], "8633": [], "4838": [], "8401": [], "4088": [], "8665": [], "acc": 18, "val_acc": 18, "inact": 18, "minor": 18, "concret": 18, "6s": [], "10m": 18, "4570": [], "8486": [], "8485596776008606": [], "alon": 18, "fuse": 18, "degrad": 18, "harken": 18, "onward": 18, "fine_tune_at": 18, "154": 18, "recompil": 18, "rmsprop": 18, "model_5": [], "input_11": [], "sequential_4": [], "truediv_5": [], "tfoplamb": [], "da": [], "subtract_5": [], "tfoplam": [], "bda": [], "global_average_pooling2d_4": [], "dropout_5": [], "874": 18, "250": 18, "396": 18, "544": 18, "resum": 18, "fine_tune_epoch": 18, "total_epoch": 18, "history_fin": 18, "106": [], "20m": [], "4967": [], "3617": [], "8862": [], "92": [], "19m": [], "3854": [], "8757": [], "2945": [], "9065": [], "3262": [], "8981": [], "2591": [], "9196": [], "3073": [], "9047": [], "2564": [], "9235": 18, "2839": [], "9120": [], "2073": [], "9383": [], "95": [], "2796": [], "9156": [], "2107": [], "9354": [], "2755": [], "9184": [], "2274": [], "9321": [], "21m": [], "2681": [], "9206": [], "2351": [], "9325": [], "2513": [], "9249": [], "2492": [], "9256": [], "2612": [], "9209": [], "2222": [], "9351": [], "2670": [], "9214": [], "2263": [], "9335": [], "counterpart": 18, "abnorm": 18, "9m": 18, "2334": [], "9296": [], "9296296238899231": [], "retriev": [8, 18, 19], "predict_on_batch": 18, "complianc": [7, 18], "law": [7, 18], "agre": [7, 18], "AS": [7, 18], "IS": [7, 18], "warranti": [7, 18], "OR": [7, 18], "OF": [7, 18], "govern": [7, 18], "copyright": 18, "fran\u00e7oi": 18, "chollet": 18, "ignore_copyright": 18, "oss": 18, "herebi": 18, "grant": 18, "charg": 18, "restrict": 18, "publish": [12, 18], "sublicens": 18, "sell": 18, "permit": 18, "whom": 18, "furnish": 18, "notic": [8, 18], "shall": 18, "THE": 18, "BUT": 18, "NOT": 18, "TO": 18, "merchant": 18, "FOR": 18, "AND": 18, "noninfring": 18, "IN": 18, "NO": 18, "holder": 18, "BE": 18, "liabl": 18, "claim": 18, "liabil": 18, "contract": 18, "tort": 18, "aris": 18, "WITH": 18, "regul": 18, "rigor": 18, "peak": 18, "pitfal": 18, "failur": 18, "overkil": 18, "neglig": 18, "modest": [], "plateau": [], "hasn": [], "tuner": 18, "keras_tun": 18, "kt": 18, "mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1": 18, "0_224_no_top": 18, "h5": 18, "9406464": 18, "1s": 18, "0u": 18, "3583": [], "0892": [], "09": [], "102": [], "1777": [], "6038": [], "6880": 18, "7755": [], "7106": [], "7644": [], "5482": [], "8233": 18, "6152": [], "7997": [], "5061": [], "8332": [], "5559": [], "8146": [], "4704": [], "8471": [], "59": [], "5413": [], "8189": [], "4519": [], "8520": [], "5220": [], "8283": [], "4437": [], "8492": [], "5021": [], "8339": [], "4365": [], "8552": [], "5023": [], "8341": [], "4272": [], "8598": [], "73": 18, "4893": [], "8369": [], "4300": [], "8561": [], "4865": [], "8390": [], "4150": [], "8660": [], "modil": 18, "4550": 18, "8543": [], "8543210029602051": [], "builder": 18, "envelop": 18, "constitu": 18, "model_build": 18, "hp": 18, "hp_learning_r": 18, "hyperband": 18, "safeguard": 18, "project_nam": 18, "hold": 18, "rerun": 18, "max_epoch": 18, "exp_hp": [], "halt": 18, "excess": 18, "stop_earli": 18, "earlystop": 18, "patienc": 18, "commenc": 18, "best_hp": 18, "get_best_hyperparamet": 18, "num_trial": 18, "00h": [], "02m": [], "772857129573822": [], "elaps": [], "hypermodel": 18, "acc_per_epoch": 18, "best_epoch": 18, "51": [], "2385": [], "7769": [], "49": 18, "2537": [], "7785": [], "2641": [], "7830": [], "4286": [], "7828": [], "48": [], "4094": [], "7791": [], "2909": [], "7907": [], "5182": [], "4074": [], "7897": [], "11m": 18, "4298": [], "7881": [], "4271": [], "7860": [], "4929": [], "7875": [], "4564": [], "7859": [], "5414": [], "7865": [], "4373": [], "7919": [], "3875": [], "7885": [], "7854": [], "47": 18, "6284": [], "7888": [], "5275": [], "7901": [], "5028": [], "7918": [], "6419": [], "7872": [], "6786": [], "5736": [], "3930": [], "7904": [], "6037": [], "7876": [], "5838": [], "7893": [], "4811": [], "7949": [], "6096": [], "7898": [], "5847": [], "6300": [], "7916": [], "4771": [], "7877": [], "6489": [], "7903": [], "6273": [], "7882": [], "6623": [], "7899": [], "6702": [], "0x794646279030": [], "eval_result": 18, "8m": 18, "7428": [], "8226": [], "7428324222564697": [], "8226337432861328": [], "practition": [0, 18], "gradual": 18, "front": 18, "hybrid": [], "discret": 8, "potenti": [9, 18], "mimic": 0, "spent": 0, "imposs": 0, "intervent": 0, "meet": 0, "inher": 0, "anomali": 0, "special": 0, "simpler": 0, "digit": 0, "physic": 0, "upcom": 0, "compet": [0, 12], "chapter_convolut": 0, "cooper": 0, "attend": [0, 19], "eventu": 0, "display_youtube_video": 0, "prohibit": [2, 8], "spot": [2, 8, 19], "1bww3rv8": 2, "lt9ecb3qdd2d6g9hbaqwmppc": 2, "usp": [2, 8], "1frstn9iq458qqhtw_7rbavsc739ttw9v": [2, 8], "user_outputs_dir": [2, 6, 8, 10, 11, 12, 13, 14, 18], "processed_outputs_dir": [2, 6, 8, 10, 11, 12, 13, 14, 18], "quick": [4, 10], "singular": 4, "tfserv": 4, "presum": 4, "pytorch": [4, 12], "jax": 4, "firstli": 6, "unwarr": 6, "approaxim": 6, "datapipelin": 7, "assembl": 7, "trace": 7, "unintend": 7, "suppos": 8, "earthquak": 8, "soil": 8, "mositur": 8, "logist": 8, "liklihood": 8, "propabl": 8, "appear": 8, "mse": 8, "perfect": 8, "amplifi": 8, "radar": [8, 10], "fengyun": 8, "4a": 8, "geostationari": 8, "precomput": 8, "twice": 8, "share_link": 8, "dice": 8, "intsersect": 8, "union": 8, "hurt": 8, "task_train": 8, "procedur": 8, "task_valid": 8, "gettaskstatu": 8, "check_task_statu": 8, "empti": 8, "cancel": 8, "trainind": 8, "clab": 8, "infrasturctur": 8, "briefli": 8, "writeabl": 8, "get_files_list": 8, "load_json": 8, "save_predict": 8, "get_image_features_dict": 8, "process_dataset": 8, "ran": 8, "comment": [8, 12], "gridspec": 8, "layout": 8, "gs": 8, "width_ratio": 8, "05": 8, "cax": 8, "pick": [8, 10], "set_titl": 8, "colormap": 8, "viridi": 8, "vmin": 8, "vmax": 8, "cbar": 8, "orient": [8, 11], "cheaper": 9, "vertex": 9, "job": 9, "gee": 9, "ml_exampl": 9, "meter": [10, 19], "geodatafram": 10, "planetscop": 10, "bring": 10, "conflict": 10, "chose": 10, "geograph": 10, "spread": 10, "cna": 10, "saniti": 10, "predominantli": 11, "trade": [11, 19], "kornia": 11, "use_preprocessed_output": 12, "toplin": 12, "coupl": 12, "con": 12, "mainten": 12, "unreview": 12, "contributor": 12, "martin": 12, "bruveri": 12, "staff": 12, "scientist": 12, "onfido": 12, "pyramid": [12, 19], "throughput": 12, "convnext": 12, "31m50": 18, "32m176": 18, "176": 18, "7675": 18, "1557": 18, "1679": 18, "6061": 18, "7744": 18, "7045": 18, "7712": 18, "5544": 18, "8210": 18, "6095": 18, "8019": 18, "5040": 18, "8400": 18, "5752": 18, "8144": 18, "4693": 18, "5468": 18, "4595": 18, "8496": 18, "5243": 18, "8267": 18, "4379": 18, "8586": 18, "5160": 18, "8317": 18, "4288": 18, "8626": 18, "5046": 18, "8327": 18, "4287": 18, "8596": 18, "4945": 18, "8376": 18, "4275": 18, "8649": 18, "4897": 18, "8407": 18, "4082": 18, "8693": 18, "loss_test": 18, "4s": 18, "7m": 18, "8469": 18, "8469135761260986": 18, "5006": 18, "8370": 18, "3183": 18, "8968": 18, "16m": 18, "3784": 18, "8821": 18, "2646": 18, "9152": 18, "3205": 18, "8991": 18, "2720": 18, "9084": 18, "2276": 18, "9310": 18, "2827": 18, "9130": 18, "2748": 18, "9183": 18, "2694": 18, "9167": 18, "2679": 18, "9238": 18, "2744": 18, "9182": 18, "2556": 18, "9270": 18, "2649": 18, "9218": 18, "9395": 18, "2728": 18, "2472": 18, "9323": 18, "2654": 18, "9239": 18, "2396": 18, "9280": 18, "2606": 18, "9242": 18, "2241": 18, "9362": 18, "5s": 18, "2487": 18, "9259": 18, "9259259104728699": 18, "min_valu": 18, "max_valu": 18, "exp_hp_0": 18, "3d": 19, "4d": 19, "yolo": 19, "1a": 19, "onw": 19, "fo": 19, "preserv": 19, "supraglaci": 19, "lake": 19, "2022": 19, "2d": 19, "ssca": 19, "scca": 19, "simultan": 19, "multiscal": 19, "vessel": 19, "sccanet": 19, "modif": 19, "rfu": 19, "excit": 19, "sepp": 19, "atrou": 19, "sca": 19, "becau": 19, "eof": 19, "2020": 19, "mae": 19, "refram": 19, "unmask": 19, "reformul": 19, "downstream": 19, "he": 19, "vein": 19, "scalema": 19, "satma": 19, "tempor": 19, "knn": 19, "took": 19, "7b": 19, "altogeth": 19, "presto": 19, "tunabl": 19, "sat": 19, "regress": 19, "algal": 19, "bloom": 19, "fuel": 19, "moistur": 19, "cropland": 19, "timeseri": 19, "28x28": 19, "tseng": 19, "codegoni": 19, "scar": 19, "chabud": 19, "wildfir": 19, "leaderboard": 19, "7609": 19, "deeplabv3": 19, "baselin": 19, "6765": 19, "chabud2023": 19, "answer": 19, "disjoint": 19, "abandon": 19, "megadetector": 19, "night": 19, "habitat": 19, "thw": 19, "slower": 19, "tnc": 19, "ca": 19, "animl": 19, "suppress": 19, "nm": 19, "cull": 19, "letterbox": 19, "ship": 19, "aircraft": 19, "luo": 19, "emit": 19, "resampl": 19, "approxim": 19, "anthropogen": 19, "skytruth": 19, "sar": 19, "meetingorgan": 19, "copernicu": 19, "egu23": 19, "16932": 19, "hallucin": 19, "alik": 19, "seep": 19, "biogen": 19, "alga": 19, "seawe": 19, "wave": 19, "enforc": 19, "wrong": 19, "interfer": 19, "master": 19, "object_detection_using_vision_transform": 19, "learner": 19, "ab": 19, "2111": 19, "06377": 19, "14065": 19, "lombardi": 19, "ferrari": 19, "2207": 19, "13159": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"introduct": [0, 1, 2, 4, 5, 7], "machin": [0, 1, 6], "learn": [0, 1, 6, 10, 15, 16, 18, 19, 21], "neural": [0, 1, 11], "network": [0, 1, 11, 15, 16, 17, 18], "deep": [0, 1, 10, 15, 16, 19, 21], "object": [0, 1, 4, 5, 11, 17, 19], "what": [0, 1, 4, 5, 8, 9, 12, 14, 19], "cost": [0, 1], "ar": [0, 1, 5, 9, 14], "train": [0, 1, 6, 8, 11, 12, 18], "test": [0, 1], "data": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 18, 21], "forward": 0, "backward": 0, "propag": 0, "hyper": [0, 1], "paramet": [0, 1, 3, 8, 9], "learnabl": 0, "type": [0, 7], "comput": [0, 1, 6, 15, 16], "vision": [0, 1, 6, 12, 15, 16, 17, 19], "convolut": [0, 1, 11], "kernel": [0, 1], "filter": [0, 1], "stride": [0, 1], "oper": [0, 1, 19], "us": [0, 1, 6, 7, 8, 14, 15, 16, 18], "3d": [0, 1], "pad": [0, 1], "semant": [0, 1, 10, 11, 12, 13, 14, 19], "segment": [0, 1, 10, 11, 12, 13, 14, 17, 19], "u": [0, 1, 19], "net": [0, 1, 19], "architectur": [0, 1, 15, 16, 17, 19], "transform": [0, 12, 17, 19], "self": [0, 17], "attent": [0, 17], "annex": 1, "content": 1, "activ": 1, "function": [1, 7, 9, 14], "weight": 1, "bias": 1, "common": 1, "algorithm": 1, "auxiliari": 1, "note": [1, 3, 4, 18], "googl": [2, 8, 9], "colab": [2, 9], "cell": 2, "code": [2, 21], "text": 2, "system": 2, "alias": 2, "automat": 2, "complet": 2, "explor": 2, "rich": 2, "interact": 2, "output": [2, 8], "integr": 2, "drive": 2, "access": [3, 10, 21], "mosaic": 3, "planet": 3, "nicfi": 3, "monthli": 3, "basemap": [3, 14], "setup": [3, 9, 10, 11, 13], "notebook": [2, 3, 10, 11, 13, 21], "version": 3, "control": 3, "gc": 3, "get": [3, 10, 11, 13, 18], "search": 3, "plot": 3, "grid": 3, "aoi": 3, "request": 3, "quad": 3, "tile": [3, 11], "fit": [3, 11], "tensorflow": [4, 5, 6, 7, 8, 11, 12, 19, 21], "2": [4, 6, 14], "kera": [4, 5, 6], "how": [4, 5, 9, 21], "doe": [4, 5], "work": [4, 5], "s": [4, 5, 6, 18, 19], "structur": [4, 5], "kei": [], "compon": 5, "why": [4, 5, 9], "do": [4, 5, 9], "so": [4, 5, 19], "mani": [4, 5], "peopl": [4, 5], "like": [4, 5], "user": 4, "quickstart": 6, "geospati": [6, 14], "set": [8, 10, 11, 13, 14], "up": [10, 11, 13, 14], "let": [6, 18], "dataset": [6, 7, 10, 11, 12, 18], "from": [6, 9, 12], "tf": 7, "now": 6, "build": [6, 12], "veri": 6, "basic": [6, 7], "model": [6, 8, 11, 12, 13, 14, 17, 18, 21], "evalu": [6, 13, 18], "your": 6, "load": [12, 18], "part": [6, 14], "option": 6, "tensor": [7, 11], "signific": 7, "shape": 7, "interpret": 7, "often": 7, "variabl": 7, "index": 7, "singl": [7, 11], "axi": 7, "multi": [7, 11], "manipul": 7, "dtype": 7, "broadcast": 7, "convert_to_tensor": 7, "string": 7, "spars": 7, "usag": 7, "unknown": 7, "dimens": 7, "flexibl": 7, "iter": 7, "gener": [7, 11], "pipelin": 7, "regress": 8, "earth": [6, 8, 9, 10], "engin": 8, "python": 8, "api": 8, "import": [8, 10], "authent": 8, "global": 8, "imageri": [8, 14, 15, 16, 17, 19], "sampl": [8, 14], "valid": 8, "predict": [8, 11, 12, 13, 14, 18], "displai": [8, 14], "cloud": 9, "provid": 9, "might": 9, "i": [9, 15, 16], "need": 9, "them": 9, "ml": 9, "observ": [9, 10], "platform": 9, "differ": [9, 15, 16], "deploi": 9, "run": [9, 21], "infer": [9, 12], "pulumi": 9, "you": 9, "all": 9, "thi": 9, "workstat": 9, "terraform": 9, "gcloud": 9, "termin": 9, "cli": 9, "instruct": 9, "configur": 9, "chang": [9, 17, 19], "deploy": 9, "summari": 9, "process": [10, 12, 18], "enabl": [10, 11, 14], "gpu": [10, 11, 14], "check": [10, 11, 13, 14], "out": [10, 11, 13, 14], "label": [10, 11, 13, 14], "raster": [10, 14], "read": [10, 11], "memori": [10, 17], "visual": [10, 11, 12, 14], "specif": [11, 13, 14], "concept": [11, 13, 14], "cover": [11, 13, 14], "workflow": 11, "defin": 11, "view": 11, "start": [11, 18], "tensorboard": 11, "save": 11, "file": 11, "make": [11, 14], "imag": [11, 13], "exampl": [11, 19], "segform": 12, "hug": 12, "face": 12, "geosapti": 12, "we": [], "wish": [], "fine": [12, 18], "tune": [12, 18], "pre": [12, 18], "partit": 12, "dataload": 12, "each": 12, "pretrain": 12, "checkpoint": 12, "compil": [12, 18], "callback": 12, "monitor": [12, 14], "progress": [12, 14], "conclus": 12, "filenam": 13, "deal": 14, "limit": 14, "1": [14, 17], "an": 14, "annot": 14, "campaign": 14, "decid": 14, "class": 14, "tip": 14, "effici": 14, "pixel": [14, 18], "wise": 14, "classif": [14, 18, 19], "when": 14, "sens": [14, 19], "instanc": [14, 19], "vector": 14, "instead": 14, "choos": 14, "strategi": 14, "repres": 14, "interest": 14, "techniqu": 14, "our": 14, "augment": [14, 18], "arrai": 14, "appendix": 20, "br": 21, "tutori": 21, "lulc": 21, "link": 21, "compar": [15, 16, 17], "task": [15, 16], "satellit": [15, 16], "lenet": [15, 16], "lecun": [15, 16], "et": [15, 16, 17], "al": [15, 16, 17], "1998": [15, 16], "alexnet": [15, 16], "krizhevski": [15, 16], "2012": [15, 16], "ii": [15, 16], "nin": [15, 16], "lin": [15, 16], "2013": [15, 16], "iii": [15, 16], "block": [15, 16], "vgg": [15, 16], "simonyan": [15, 16], "zisserman": [15, 16], "2014": [15, 16], "iv": [15, 16], "incept": [15, 16], "googlenet": [15, 16], "szegedi": [15, 16], "v": [15, 16], "batch": [15, 16], "normal": [15, 16], "ioff": [15, 16], "2015": [15, 16], "vi": [15, 16], "resnet": [15, 16], "he": [15, 16], "vii": [15, 16], "conclud": [15, 16], "remark": [15, 16], "refer": [0, 15, 16, 17, 19], "same": 6, "approach": 6, "radiant": 6, "rnn": 17, "forecast": 17, "detect": [17, 19], "d": 17, "sequenc": 17, "long": 17, "short": 17, "term": 17, "hochreit": 17, "schmidhub": 17, "1997": 17, "The": 17, "vaswani": 17, "2017": 17, "encod": 17, "decod": 17, "mechan": 17, "dosovitskii": 17, "2020": 17, "foundat": 17, "anyth": 17, "altern": 17, "transfer": 18, "hyperparamet": 18, "optim": [], "prepar": 18, "perform": 18, "rescal": 18, "valu": 18, "backbon": 18, "featur": [18, 19], "extract": 18, "freez": 18, "critic": 18, "batchnorm": 18, "layer": 18, "add": 18, "new": 18, "head": 18, "curv": 18, "un": 18, "some": 18, "top": 18, "continu": 18, "share": 2, "advanc": 19, "applic": 19, "time": 19, "seri": 19, "analysi": 19, "mask": 19, "autoencod": 19, "without": 19, "spatial": 19, "better": 19, "yolov5": 19, "wildlif": 19, "remot": 19, "r": 19, "cnn": 19, "oil": 19, "slick": 19, "radar": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}}) \ No newline at end of file +Search.setIndex({"docnames": ["docs/Lesson1a_Intro_ML_NN_DL", "docs/Lesson1a_annex", "docs/Lesson2a_Intro_to_Google_Colab", "docs/Lesson2a_get_planet_NICFI", "docs/Lesson2b_Intro_TensorFlow_Keras", "docs/Lesson2b_annex", "docs/Lesson2c_Intro_TF2_Keras_TFDS_RadiantEarth", "docs/Lesson3_Intro_tensors_functions_datasets", "docs/Lesson4a_GEE_PythonAPI_TensorFlow_Regression", "docs/Lesson4b_Integrations_with_Google_Cloud_Platform", "docs/Lesson5a_prep_data_ML_segmentation", "docs/Lesson5b_deeplearning_segmentation_UNet", "docs/Lesson5c_segmentation_ViT", "docs/Lesson6a_evaluation", "docs/Lesson6b_dealing_with_limited_data", "docs/Lesson7a_comparing_CNN_architectures", "docs/Lesson7a_comparing_architectures", "docs/Lesson7b_comparing_RNN_transformer_architectures", "docs/Lesson7c_transfer_learning_hyperparam_opt", "docs/Lesson8_advanced_applications", "docs/appendix", "docs/index"], "filenames": ["docs/Lesson1a_Intro_ML_NN_DL.ipynb", "docs/Lesson1a_annex.ipynb", "docs/Lesson2a_Intro_to_Google_Colab.ipynb", "docs/Lesson2a_get_planet_NICFI.ipynb", "docs/Lesson2b_Intro_TensorFlow_Keras.ipynb", "docs/Lesson2b_annex.ipynb", "docs/Lesson2c_Intro_TF2_Keras_TFDS_RadiantEarth.ipynb", "docs/Lesson3_Intro_tensors_functions_datasets.ipynb", "docs/Lesson4a_GEE_PythonAPI_TensorFlow_Regression.ipynb", "docs/Lesson4b_Integrations_with_Google_Cloud_Platform.ipynb", "docs/Lesson5a_prep_data_ML_segmentation.ipynb", "docs/Lesson5b_deeplearning_segmentation_UNet.ipynb", "docs/Lesson5c_segmentation_ViT.ipynb", "docs/Lesson6a_evaluation.ipynb", "docs/Lesson6b_dealing_with_limited_data.ipynb", "docs/Lesson7a_comparing_CNN_architectures.ipynb", "docs/Lesson7a_comparing_architectures.ipynb", "docs/Lesson7b_comparing_RNN_transformer_architectures.ipynb", "docs/Lesson7c_transfer_learning_hyperparam_opt.ipynb", "docs/Lesson8_advanced_applications.ipynb", "docs/appendix.ipynb", "docs/index.md"], "titles": ["Introduction to machine learning, neural networks and deep learning", "Annex to introduction content", "Introduction to Google Colab", "Access and mosaic Planet NICFI monthly basemaps", "Introduction to TensorFlow 2 and Keras", "Introduction to TensorFlow and Keras", "TensorFlow 2 and Keras quickstart for geospatial computer vision", "Introduction to Tensors, TensorFlow Functions and TensorFlow Datasets", "Regression using TensorFlow with Google Earth Engine Python API", "What are cloud providers? Why might I need them for ML and Earth observation data?", "Processing earth observation data for semantic segmentation with deep learning", "Semantic segmentation with Convolutional Neural Networks", "Semantic segmentation with Vision Transformers, Hugging Face and TensorFlow", "Evaluating Semantic Segmentation Models", "Dealing with limited data for semantic segmentation", "Comparing Deep Learning Architectures for Different Computer Vision Tasks on Satellite Imagery", "Comparing deep learning architectures for different computer vision tasks on satellite imagery", "Comparing RNNs and Transformers for Imagery", "Transfer learning, fine-tuning and hyperparameter tuning", "TensorFlow advanced applications with deep learning object detection, time-series analysis", "Appendix", "Deep Learning with TensorFlow:
Tutorials for Earth Science Applications."], "terms": {"understand": [0, 1, 5, 7, 8, 9, 10, 13, 15, 16, 17, 18, 19], "fundament": [0, 7, 12, 14, 15, 16], "goal": [0, 1, 4, 5, 7, 8, 17, 18], "bit": [0, 10], "field": [0, 1, 10, 11, 14, 19], "s": [0, 1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17], "histori": [0, 6, 11, 12, 14, 17, 18], "gain": 0, "familiar": [0, 21], "mechan": [0, 8], "discuss": [0, 7, 13, 17, 18], "consider": [0, 14], "choos": [0, 1, 2, 3, 9, 18, 21], "particular": [0, 9, 15, 16, 17, 18, 19], "problem": [0, 1, 8, 10, 14, 15, 16, 17, 18, 19], "below": [0, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 15, 16, 17], "video": [0, 17], "record": 0, "oral": [], "lectur": [], "associ": [1, 4, 5, 6, 9, 10, 12, 13, 18], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "lesson": [0, 7, 8, 11, 14, 15, 16, 19], "It": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "wa": [0, 1, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "given": [0, 1, 2, 7, 8, 9, 10, 14, 15, 16, 17], "lilli": [0, 14], "thoma": [0, 21], "ml": [0, 1, 10, 11, 12, 14, 15, 16, 19], "engin": [0, 1, 9, 12, 21], "develop": [0, 1, 4, 5, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "seed": [0, 3, 7, 8, 10, 11, 13, 14, 17, 19, 21], "from": [0, 1, 2, 3, 4, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "ipython": [0, 3, 11, 12, 14], "displai": [0, 3, 6, 9, 10, 11, 12, 13], "import": [0, 1, 2, 3, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "youtubevideo": 0, "def": [0, 3, 6, 7, 8, 10, 11, 12, 14, 18], "display_yotube_video": [], "url": [0, 3, 6], "kwarg": [0, 12], "id_": 0, "split": [0, 1, 3, 6, 7, 8, 10, 11, 12, 18], "1": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18, 19], "return": [0, 1, 3, 4, 6, 7, 8, 10, 11, 12, 14, 17, 18], "http": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "www": [0, 3, 6, 7, 9, 11, 12, 14, 18], "youtub": 0, "com": [0, 1, 2, 3, 4, 5, 8, 9, 11, 13, 14, 15, 16, 18, 19], "watch": 0, "v": [0, 10], "c3nipvd": 0, "zu": 0, "width": [0, 1, 2, 3, 7, 8, 10, 15, 16], "800": 0, "height": [0, 1, 2, 3, 7, 8, 10], "600": 0, "subset": [0, 1, 7, 9, 12], "artifici": [0, 1, 5], "intellig": [0, 1], "ai": [0, 1, 9, 15, 16, 17], "which": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "broad": [0, 1], "term": [0, 1, 7, 12, 14, 15, 16], "defin": [0, 1, 3, 4, 5, 6, 8, 9, 12, 14, 18, 19], "abil": [0, 1, 9, 14], "simul": [0, 1], "human": [0, 1, 4, 5, 14], "behavior": [0, 1, 7], "figur": [0, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19], "center": [0, 8, 13, 14, 17], "compar": [0, 1, 6, 10, 12, 13, 14, 18, 19], "tradit": [0, 1, 19], "program": [0, 1, 3, 4, 5, 6, 7, 9, 21], "offer": [0, 4, 5, 12], "time": [0, 1, 3, 5, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18], "save": [3, 5, 6, 8, 9, 10, 12, 13, 14], "behalf": [], "programm": [0, 1, 5], "manual": [0, 1, 14, 18], "interpret": [0, 1, 13, 14], "reduct": 0, "error": [0, 1, 2, 4, 5, 8, 15, 16, 19], "scalabl": [0, 4, 5, 9, 19], "decis": [0, 1, 10, 11, 17], "make": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 18, 19, 21], "still": [0, 1, 7, 8, 10, 11, 15, 16, 17, 18], "have": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "mani": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "role": [0, 1], "process": [0, 1, 2, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 21], "curat": [0, 1], "high": [0, 1, 9, 10, 13, 14, 15, 16, 17, 18, 19], "qualiti": [0, 1, 10, 12, 14, 19], "dataset": [0, 1, 3, 4, 8, 9, 13, 14, 15, 16, 17], "model": [0, 1, 2, 4, 5, 7, 9, 10, 15, 16, 19, 21], "between": [0, 1, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "algorithm": [0, 8, 14, 18, 21], "evalu": [0, 1, 4, 8, 10, 11, 12, 14, 19, 21], "select": [0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18, 19, 21], "best": [0, 1, 2, 7, 8, 9, 10, 11, 14, 15, 16, 18], "There": [0, 1, 4, 5, 7, 8, 9, 10, 12, 14, 17, 18], "sever": [0, 1, 5, 7, 8, 12, 18], "subcategori": [0, 1], "monitor": [0, 9, 11, 18], "servic": [0, 9, 17, 19], "remot": [0, 14, 17], "sens": [0, 1, 17, 18], "we": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "typic": [0, 1, 7, 8, 9, 10, 13, 17, 18, 19], "concern": [0, 15, 16], "two": [0, 1, 4, 7, 8, 9, 10, 14, 15, 16, 17, 18], "supervis": [0, 1, 8, 13, 19], "involv": [0, 1, 5, 7, 9, 15, 16], "label": [0, 1, 3, 4, 6, 7, 8, 12, 17, 18, 19], "set": [0, 1, 2, 3, 4, 5, 6, 7, 9, 12, 15, 16, 18, 19, 21], "explicitli": [0, 1], "give": [1, 7, 17, 19], "exampl": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 18], "predict": [0, 1, 4, 6, 9, 10, 17, 19], "featur": [0, 1, 5, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17], "target": [0, 1, 4, 5, 8, 10, 11, 12, 14, 18, 19], "attribut": [0, 1, 2, 6], "unsupervis": [0, 1], "task": [0, 1, 8, 9, 11, 12, 14, 17, 18, 19], "search": [1, 9, 18], "pattern": [0, 1, 7, 8], "without": [0, 1, 3, 4, 7, 8, 9, 12, 18], "guidanc": [0, 1], "depth": [0, 1, 13, 15, 16, 18], "i": [0, 1, 3, 4, 5, 6, 8, 10, 11, 12, 13, 14, 17, 18], "e": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17], "layer": [0, 1, 4, 5, 6, 7, 8, 11, 12, 15, 16, 17, 19], "connect": [0, 1, 2, 4, 5, 9, 11, 12, 14, 15, 16, 17, 18, 19], "stack": [4, 6, 8, 10, 11, 13, 15, 16], "multipl": [0, 1, 2, 4, 5, 7, 9, 10, 11, 14, 15, 16, 19], "unit": [1, 4, 5, 9, 13, 15, 16], "call": [0, 1, 4, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18], "neuron": [0, 1], "allow": [1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "complex": [0, 1, 4, 5, 7, 8, 9, 11, 14, 15, 16, 17, 19], "non": [0, 1, 4, 6, 7, 8, 10, 11, 15, 16, 18, 19], "linear": [0, 1, 4, 8, 15, 16, 18], "The": [0, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 21], "deepest": [0, 1], "onc": [0, 1, 3, 7, 8, 9, 10, 11], "can": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "infer": [0, 1, 4, 5, 8, 11, 15, 16, 17, 18, 19], "highli": [0, 1, 4, 5], "abstract": [0, 1, 4, 5, 7, 19], "concept": [0, 1, 17], "differenti": [0, 1, 3], "farm": 0, "forest": [0, 1, 6, 14, 18, 19], "satellit": [0, 1, 8, 9, 10, 11, 13, 14, 17, 18, 19, 21], "imageri": [0, 1, 6, 9, 10, 11, 13, 21], "requir": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "lot": [0, 1, 2, 7, 9, 10, 14], "usual": [0, 1, 7, 13, 18], "signific": [0, 1, 8, 9, 17, 18], "amount": [0, 1, 7, 8, 9, 12, 14, 15, 16, 18, 19], "power": [0, 1, 8, 9, 17, 19], "expens": [0, 1, 7, 12, 18, 19], "depend": [0, 1, 4, 5, 6, 8, 9, 10, 11, 12, 13, 17, 19], "scope": [0, 1], "ann": [0, 1], "specif": [0, 1, 4, 5, 6, 7, 8, 9, 10, 12, 17, 18, 19], "biolog": [0, 1], "inspir": [0, 1, 12], "class": [0, 1, 4, 6, 7, 8, 9, 10, 11, 12, 13, 18, 19], "thei": [0, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "after": [0, 1, 2, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "structur": [0, 1, 6, 7, 8, 12, 15, 16, 17, 18, 19], "function": [0, 2, 4, 5, 6, 8, 10, 11, 12, 13, 15, 16, 17, 18], "brain": [0, 1], "seer": [0, 1], "cancer": [0, 1], "gov": [0, 1], "anatomi": [0, 1], "nervou": [0, 1], "tissu": [0, 1], "html": [0, 1, 19, 21], "essenti": [0, 1, 9, 11], "weigh": [0, 1, 14], "evid": [0, 1], "respond": [0, 1], "feedback": [0, 1, 14], "By": [0, 1, 5, 7, 11, 17, 18], "vari": [0, 1, 4, 5, 8, 9, 12], "input": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 21], "valu": [0, 1, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "get": [0, 1, 2, 6, 7, 8, 9, 12, 14, 17], "differ": [0, 1, 4, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19, 21], "basic": [0, 1, 4, 5, 11, 13, 14, 17, 18], "towardsdatasci": [0, 1, 14], "beginn": [0, 1], "an": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 21], "d49f22d238f9": [0, 1], "In": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "group": [0, 1, 11, 18], "synaps": [0, 1], "travers": [0, 1], "interstiti": [0, 1], "space": [0, 1, 7, 9, 18], "one": [0, 1, 2, 4, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 19], "next": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18], "g": [0, 1, 2, 3, 4, 6, 7, 8, 10, 11, 12, 15, 16, 17, 18, 19], "all": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "imag": [0, 1, 3, 4, 6, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "valid": [0, 1, 4, 6, 7, 10, 11, 12, 14, 18], "A": [0, 1, 3, 4, 5, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "common": [0, 2, 6, 7, 8, 10, 11, 14, 15, 16, 17, 18, 19], "ratio": [0, 1, 6, 17, 18, 19], "70": [0, 1, 6, 10, 11, 18, 19], "20": [0, 1, 2, 3, 6, 7, 8, 10, 11, 18], "10": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18, 19], "percent": [0, 1], "If": [0, 1, 7, 9, 10, 11, 12, 14, 19], "randomli": [0, 1, 7, 8, 10, 11, 14, 15, 16, 18, 19], "check": [0, 1, 3, 6, 8, 9, 12, 18, 19], "exist": [0, 1, 2, 3, 5, 6, 8, 9, 10, 11, 12, 13, 14, 18], "well": [0, 1, 4, 5, 8, 9, 11, 12, 13, 14, 15, 16, 18, 19, 21], "repres": [0, 1, 5, 7, 8, 10, 11, 17, 18], "why": [0, 1, 18], "do": [0, 1, 2, 3, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18], "need": [0, 1, 2, 3, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "redund": [0, 1], "separ": [0, 1, 8, 14], "perform": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19], "becaus": [0, 1, 2, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "dure": [0, 1, 2, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18], "measur": [0, 1, 4, 5, 6, 8, 11, 12, 17, 18], "therefor": [0, 1, 3, 14, 15, 16, 18, 19], "inform": [0, 1, 4, 5, 10, 12, 13, 14, 15, 16, 17, 18, 19], "updat": [0, 1, 3, 6, 7, 15, 16, 17, 18, 21], "unbias": [0, 1], "new": [0, 1, 3, 7, 8, 9, 12, 13, 14], "wholli": [0, 1], "unseen": [0, 1], "cycl": [0, 1, 4, 7, 11], "where": [0, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 14, 17, 18, 19], "pass": [0, 1, 4, 7, 8, 9, 10, 11, 12, 15, 16, 19], "through": [0, 1, 4, 5, 7, 8, 9, 11, 12, 15, 16, 17, 18, 19], "relationship": [0, 1, 5, 8, 15, 16, 17], "made": [0, 1, 8, 9, 10, 14, 15, 16], "rel": [0, 1, 3, 4, 6, 9, 10, 11, 12, 14, 18, 19], "its": [0, 1, 2, 5, 8, 10, 11, 12, 15, 16, 17, 18], "true": [0, 1, 2, 3, 6, 8, 10, 11, 12, 13, 14, 18, 19], "feed": [0, 1], "happen": [0, 5, 7, 8, 9, 10, 18], "step": [0, 1, 4, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18, 19], "back": [0, 1, 8, 18], "first": [0, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17], "part": [0, 1, 2, 4, 5, 7, 13, 15, 16, 18, 19, 21], "gather": [0, 1, 12, 18], "knowledg": [0, 1, 14, 21], "second": [0, 7, 8, 15, 16, 18], "correct": [0, 1, 6, 9, 10, 13, 14, 15, 16, 19], "activ": [0, 4, 6, 7, 8, 11, 14, 15, 16, 17, 18], "decid": [0, 1, 17], "whether": [0, 1, 7, 8, 11, 12, 17, 18], "output": [0, 1, 4, 5, 6, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "base": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "threshold": [0, 1, 13], "carri": [0, 1, 5], "weight": [0, 7, 11, 12, 14, 15, 16, 17, 18, 19], "control": [0, 1, 2, 7, 9, 10, 11, 14], "signal": [0, 1, 14], "strength": [0, 1], "consecut": [0, 1], "bias": [0, 11, 15, 16, 17, 18], "help": [0, 1, 2, 4, 5, 7, 8, 9, 10, 11, 13, 14, 17, 18], "determin": [0, 1, 7, 8, 10, 11, 17, 18, 19], "go": [0, 1, 3, 9, 15, 16, 19, 21], "As": [0, 1, 2, 4, 5, 7, 8, 11, 15, 16, 17, 18, 19], "condit": [0, 1, 7, 8, 18], "subject": [0, 1, 6, 18], "bia": [0, 1, 6], "further": [0, 1, 12, 18], "beyond": [0, 1, 11, 13, 15, 16], "current": [0, 1, 2, 8, 11, 12, 14, 17], "fit": [0, 1, 4, 6, 7, 8, 9, 10, 12, 14, 18], "reduc": [0, 1, 4, 5, 8, 11, 15, 16, 18, 19], "each": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 21], "rate": [0, 1, 4, 5, 6, 11, 12, 15, 16, 18], "how": [0, 1, 3, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18], "much": [0, 1, 4, 5, 7, 9, 11, 13, 15, 16, 17, 18], "want": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 18, 19], "chang": [0, 1, 2, 3, 6, 7, 10, 11, 14, 15, 16, 18], "respons": [0, 1, 3, 8, 9], "estim": [0, 1, 4, 5, 8, 11, 13, 14], "local": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19, 21], "vs": [0, 12], "global": [0, 1, 7, 9, 15, 16], "minimum": [0, 8, 15, 16], "optim": [0, 1, 4, 5, 6, 7, 8, 9, 11, 12, 14, 18, 19], "point": [0, 1, 7, 8, 12, 14, 15, 16, 17], "reach": 0, "batch": [0, 1, 4, 7, 8, 9, 10, 11, 12, 14, 17, 18, 19], "size": [0, 1, 2, 4, 7, 8, 9, 10, 11, 14, 15, 16, 18], "portion": [0, 1, 11, 18, 19], "our": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 17, 18, 19], "fed": [0, 1, 17], "state": [0, 1, 4, 5, 8, 12, 17, 18, 21], "otherwis": [0, 1, 4, 18], "number": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "sampl": [0, 1, 6, 7, 10, 11, 12, 15, 16, 17, 18, 19], "work": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 19], "befor": [0, 1, 3, 6, 7, 8, 9, 10, 11, 13, 18], "intern": [0, 1, 4, 5, 6, 15, 16, 17], "modul": [0, 2, 7, 10, 11, 13, 15, 16, 19], "detetmin": [], "iter": [0, 1, 3, 6, 8, 11, 14, 18], "within": [0, 1, 5, 8, 10, 11, 14, 17, 18, 19], "epoch": [0, 1, 4, 6, 7, 8, 11, 12, 14, 18], "when": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19], "aka": [0, 1], "entir": [0, 1, 3, 4, 9, 10, 14, 18], "ha": [0, 1, 2, 4, 6, 7, 8, 9, 11, 12, 13, 14, 17, 18, 19], "analyz": [0, 1], "relat": [0, 1, 2, 7, 11, 17, 18, 19], "necessarili": 0, "smaller": [0, 1, 7, 8, 9, 14, 15, 16, 18], "than": [0, 1, 2, 4, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19], "whole": [0, 1, 4, 7, 14, 18], "realli": [0, 1, 18], "your": [0, 1, 2, 3, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21], "order": [0, 1, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "loss": [0, 1, 4, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 18], "minim": [0, 1, 3, 4, 5, 8, 13, 14, 18, 19], "produc": [0, 1, 2, 3, 4, 5, 6, 8, 11, 13, 15, 16, 17, 18, 19], "also": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "known": [0, 1, 7, 12, 15, 16, 18], "improv": [0, 1, 8, 11, 14, 15, 16, 18, 19], "curv": [0, 6, 11], "accuraci": [0, 1, 6, 8, 11, 12, 14, 15, 16, 18, 19], "metric": [0, 1, 4, 5, 6, 7, 8, 11, 13, 14, 18], "For": [0, 1, 2, 5, 6, 7, 8, 9, 12, 13, 15, 16, 17, 18, 19, 21], "pixel": [0, 1, 8, 10, 11, 13, 15, 16, 17, 19], "comparison": [0, 1, 4, 17, 19], "agreement": [0, 1], "note": [0, 2, 5, 6, 7, 8, 9, 11, 12, 15, 16, 19], "classif": [0, 1, 6, 8, 10, 11, 13, 15, 16, 17], "classifi": [0, 1, 6, 11, 12, 13, 14, 18], "cloud": [0, 1, 3, 8], "detect": [0, 1, 9, 10, 14, 15, 16], "identifi": [0, 1, 10, 11, 13, 14], "locat": [0, 1, 2, 3, 7, 8, 9, 10, 14, 15, 16], "them": [0, 1, 2, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 21], "bound": [0, 1, 3, 9, 17, 19], "box": [0, 1, 3, 9, 11, 17, 19], "car": [0, 1], "plane": [0, 1], "individu": [0, 1, 12, 13, 17, 19], "land": [0, 1, 6, 9, 11, 12, 13, 14, 15, 16, 17, 18], "cover": [0, 1, 2, 6, 7, 8, 12, 15, 16, 17, 18, 19], "instanc": [0, 1, 9], "both": [0, 1, 2, 4, 5, 7, 8, 9, 11, 14, 15, 16, 19], "membership": [0, 1, 14], "uniqu": [0, 1, 10, 11, 12, 14, 18, 21], "agricultur": [0, 1, 10, 11, 14, 19], "polygon": [0, 1, 8, 9, 10, 11, 14, 19], "gener": [0, 1, 2, 8, 9, 12, 13, 14, 17, 18, 21], "adversari": [0, 1], "synthet": [0, 1, 7, 10, 11], "creat": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "real": [0, 1, 7, 8, 9, 15, 16, 19, 21], "ones": [0, 1, 7, 8, 12], "landscap": [0, 1], "abov": [7, 8, 9, 10, 11, 12, 14, 17, 18, 19], "cnn": [0, 1, 12, 14, 15, 16, 17], "plai": [0, 1, 2, 21], "larg": [0, 1, 4, 5, 7, 9, 14, 15, 16, 17, 18, 19], "advanc": [0, 17, 21], "let": [0, 1, 2, 7, 8, 9, 10, 11, 12, 13, 14, 19], "dive": [0, 15, 16, 17], "convnet": [0, 1, 8], "organ": [0, 1, 2, 11], "visual": [0, 1, 4, 5, 6, 7, 8, 15, 16, 18, 19], "cortex": [0, 1], "stimuli": [0, 1], "constrain": [0, 1, 8, 18, 19], "region": [0, 1, 8, 9, 19], "recept": [0, 1], "overlap": [0, 1, 3, 19], "account": [0, 1, 9, 12, 17, 18, 19, 21], "area": [0, 1, 8, 14, 17], "matrix": [0, 1, 4, 5, 6, 7, 13], "per": [0, 1, 8, 9, 10, 11, 15, 16, 18, 19], "variou": [0, 1, 4, 5, 18], "aspect": [0, 1, 7, 13, 17, 18, 19], "move": [0, 1, 6, 8, 11, 12, 13, 14, 17, 18], "convolv": 0, "veri": [0, 1, 10, 11, 14, 15, 16, 17, 18, 19], "littl": [0, 1], "pre": [0, 1, 2, 4, 6, 8, 9, 10, 11, 17, 19], "other": [0, 1, 2, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "method": [0, 1, 2, 5, 6, 7, 9, 11, 12, 13, 17, 18], "upfront": [0, 1], "remov": [0, 1, 3, 6, 7, 9, 10, 11, 12, 17], "rather": [0, 1, 7, 8, 9, 10, 15, 16, 17], "own": [0, 1, 2, 8, 9, 11, 12, 14, 15, 16], "provid": [0, 1, 2, 4, 5, 6, 8, 10, 11, 12, 13, 18, 21], "enough": [0, 1, 9, 17], "kernal": 1, "over": [0, 1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "intuit": [0, 1, 7, 11, 13, 18], "1f6f42faee1": [0, 1], "act": [0, 1], "left": [0, 1, 2, 7, 8, 11, 14, 21], "right": [0, 1, 2, 8, 13, 18, 21], "top": [0, 1, 2, 9, 11, 17, 21], "bottom": [0, 1, 18], "content": [0, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19, 21], "mai": [0, 1, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19, 21], "edg": [0, 1, 5, 7, 8, 14, 18, 19], "shape": [0, 1, 3, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 18], "refer": [1, 2, 5, 7, 8, 10, 11, 12, 13, 14, 18], "shift": [0, 1, 7, 14, 15, 16, 17], "navig": [0, 1, 2, 8, 9, 11], "combin": [0, 1, 7, 8, 10, 15, 16, 18], "third": [0, 1, 4], "result": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "merg": [0, 1, 3, 8, 9, 10, 18], "theano": 1, "pymc": 1, "readthedoc": 1, "io": [1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 21], "en": [1, 3], "latest": 1, "tutori": [0, 1, 2, 7, 8, 9, 11, 12, 13, 18], "conv_arithmet": 1, "often": [0, 1, 5, 8, 10, 14, 18], "dimens": [0, 1, 8, 9, 13, 15, 16, 17, 19], "channel": [0, 1, 7, 10, 11, 12, 14, 15, 16, 19], "case": [0, 1, 5, 6, 7, 8, 11, 14, 17, 18, 19], "optic": [0, 1, 10], "red": [0, 1, 8, 10, 12], "green": [0, 1, 10, 12], "blue": [0, 1, 8, 10, 12, 13], "same": [0, 1, 2, 5, 7, 8, 10, 11, 14, 17, 18, 19], "sum": [0, 1, 13], "dot": [0, 1], "product": [0, 1, 3, 6, 7, 10, 18], "across": [0, 1, 5, 7, 8, 11, 12, 15, 16, 17, 18, 19], "3": [0, 1, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "map": [0, 1, 2, 3, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "default": [0, 7, 9, 18], "origin": [0, 1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 18, 19], "progress": [0, 1, 11, 18], "downsiz": [0, 1], "multi": [0, 1, 4, 5, 6, 8, 9, 10, 14, 15, 16, 18, 19], "To": [0, 1, 2, 6, 7, 8, 9, 11, 13, 14, 17, 18], "maintain": [0, 1, 12, 15, 16, 17], "spatial": [0, 1, 7, 10, 15, 16], "border": [0, 1], "zero": [0, 1, 6, 7, 8, 10, 11], "ad": [0, 1, 2, 7, 9, 11, 15, 16, 18], "match": [0, 1, 3, 7, 8, 10, 13, 19], "pair": [0, 1, 10, 11, 14], "demonstr": [0, 1, 8, 10, 11, 12, 14, 17, 18, 19], "categori": [1, 13, 14, 19], "illeg": 1, "gold": 1, "mine": [1, 14, 19], "mean": [0, 1, 5, 7, 8, 9, 10, 11, 12, 15, 16, 18], "divis": [0, 1], "distil": [0, 1], "encod": [0, 1, 7, 8, 11, 12, 19], "decod": [0, 1, 7, 8, 11, 12, 19], "logic": [0, 1], "take": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "translat": [0, 1, 7], "form": [0, 1, 4, 5, 10, 11, 14, 21], "great": [0, 1, 9, 17, 19], "illustr": [0, 1, 9, 14, 17], "ronneberg": [0, 11], "et": [0, 8, 11, 19], "al": [0, 8, 11, 19], "2015": [0, 4, 5, 8], "fig": [0, 1, 6, 8, 13, 14, 18], "13": [0, 6, 7, 10, 11, 12, 18, 19], "side": [0, 1, 7, 8], "consist": [0, 1, 4, 5, 7, 11], "follow": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "relu": [0, 1, 6, 8, 15, 16, 17, 18, 19], "max": [0, 1, 6, 8, 10, 11, 13, 15, 16, 18, 19], "pool": [0, 1, 15, 16, 19], "represent": [0, 1, 7, 17, 18, 19], "scale": [0, 1, 8, 9, 10, 11, 15, 16, 17, 18, 19], "most": [0, 1, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "extract": [0, 1, 6, 8, 10, 11, 13, 14], "design": [0, 1, 4, 5, 6, 8, 12, 15, 16, 21], "diagram": [0, 1, 4, 5, 7, 9, 11], "project": [0, 1, 3, 8, 9, 12, 14], "discrimin": [0, 1], "onto": [0, 1, 11, 14], "render": [0, 1, 17], "dens": [0, 1, 6, 7, 14, 18], "deconvolut": [0, 1, 11], "concaten": [0, 1, 8, 10, 11, 13], "regular": [0, 1, 7, 15, 16, 17], "final": [0, 1, 8, 9, 11, 13, 15, 16, 17, 18], "wise": [0, 1, 6, 7, 8, 11, 15, 16, 17], "cell": [0, 1, 3, 8, 10, 11, 12, 17], "induc": [0, 1], "intak": [0, 1], "remap": [0, 1], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 21], "posit": [0, 1, 10, 13, 14, 19], "stai": [0, 1], "exactli": [0, 1, 12], "neg": [0, 1, 7, 11, 13, 14], "becom": [0, 1, 9], "appli": [0, 1, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19], "summar": [0, 1, 5, 6], "onli": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18, 19], "retain": [0, 1, 7, 17], "element": [0, 1, 7, 8, 11, 14, 17], "forego": [0, 1], "more": [0, 1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "granular": [0, 1], "detail": [0, 1, 6, 9, 12, 13, 18, 19], "denois": [0, 1], "effici": [0, 1, 6, 7, 8, 10, 12, 15, 16, 17, 18, 19], "similar": [0, 1, 4, 5, 7, 8, 11, 14, 15, 16, 18, 19], "maximum": [0, 1, 8, 12], "patch": [0, 1, 6, 8, 17, 18, 19], "reserv": [0, 1, 6, 9], "introduc": [0, 4, 14, 15, 16, 17, 19], "paper": [0, 11, 12, 15, 16, 19], "you": [0, 1, 2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 17, 18, 19], "motiv": 0, "few": [0, 2, 7, 12, 13, 14, 18], "reason": [0, 1, 7, 8, 9, 11, 12, 15, 16, 18], "sequenc": [0, 7], "like": [0, 1, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "seri": [0, 5, 11, 14, 17], "length": [0, 7, 17], "text": [0, 3, 7, 9, 13, 17], "rnn": [0, 4, 12], "hard": [0, 9, 14], "parallel": [0, 6, 11, 17], "difficult": [0, 9, 11, 14, 15, 16, 17, 19], "increas": [0, 1, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17], "so": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "harder": [0, 9, 14], "captur": [0, 11, 13, 14, 18], "long": [0, 1, 2, 7, 8, 10, 11, 14, 15, 16, 18, 19], "memori": [0, 1, 7, 8, 9, 11, 12, 15, 16, 19], "effect": [0, 1, 5, 7, 14, 15, 16, 18], "contrast": [0, 1, 15, 16, 17, 19], "head": [0, 12, 15, 16, 17, 19], "easier": [0, 4, 6, 9, 10, 19], "easi": [0, 4, 5, 7, 11, 14, 19], "constant": [0, 7, 12], "matter": [0, 1, 7], "far": [0, 1], "apart": 0, "notebook": [1, 4, 5, 9, 12, 14], "teach": [1, 4, 5], "some": [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 17, 19], "tensorflow": [1, 9, 10, 13, 14, 18], "framework": [1, 4, 5, 9, 11, 12, 14, 15, 16, 19], "here": [0, 1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19], "find": [0, 1, 7, 8, 9, 11, 14, 15, 16, 18], "explan": [1, 11, 14], "kei": [0, 1, 2, 3, 5, 6, 7, 8, 12, 15, 16, 18, 21], "intent": 1, "enabl": [1, 5, 7, 9, 12, 15, 16], "autom": [0, 1], "certain": [1, 2, 11, 18], "coin": 1, "1950": 1, "pioneer": 1, "arthur": 1, "samuel": 1, "studi": 1, "being": [0, 1, 8, 10, 11, 12, 15, 16, 18, 19], "wherea": [1, 7, 9], "former": [1, 10], "instruct": [0, 1, 10, 11, 14], "itself": [1, 2, 5], "self": [1, 11, 12, 14, 19], "guid": [1, 2, 3, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "interact": [1, 4, 5, 9, 17], "analysi": [0, 1, 7, 9, 11], "confer": [1, 17], "benefit": [1, 4, 5, 7, 9, 10, 14, 19], "wai": [1, 4, 5, 7, 9, 10, 11, 12, 14, 18], "includ": [1, 2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19], "less": [1, 9, 11, 12, 17, 19], "run": [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19], "system": [1, 4, 5, 7, 10], "At": [1, 11, 15, 16, 19], "core": [1, 7, 10, 11, 12, 13], "found": [1, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19], "consumpt": [1, 15, 16], "speak": 1, "smarter": 1, "recogn": 1, "about": [0, 1, 2, 3, 7, 9, 10, 14, 15, 16], "entail": [1, 7, 15, 16], "accur": [1, 8, 11, 14], "reflect": [1, 3, 8, 10, 15, 16, 18, 19], "phenomena": [1, 10, 19], "interest": [1, 3, 8, 10, 11, 13, 17, 19], "appropri": [1, 9, 18], "suppli": [1, 8, 13, 17], "furthermor": [1, 5, 7, 12, 17], "tune": [0, 1, 8, 10, 15, 16, 17, 19], "chart": 1, "flow": [1, 4], "kind": [1, 7, 12, 15, 16, 18], "geospati": [1, 8, 9, 11, 12, 19, 21], "applic": [0, 1, 5, 7, 9, 11, 12, 15, 16, 18], "type": [1, 2, 5, 6, 8, 9, 10, 11, 13, 14, 17, 18], "ground": [1, 6, 13], "truth": [1, 6, 13], "deforest": 1, "event": [1, 9, 18, 19], "correspond": [1, 6, 7, 8, 9, 10, 12, 13, 14], "absent": 1, "explor": [1, 6, 7, 12, 17, 18, 19], "aren": [1, 9, 15, 16], "t": [1, 3, 4, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18], "look": [1, 2, 6, 7, 8, 9, 10, 11, 14, 18, 19], "don": [1, 4, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18], "anoth": [1, 4, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "might": [0, 1, 4, 5, 6, 7, 8, 12, 14, 18], "expert": [1, 14], "terrain": [1, 2, 3], "would": [0, 1, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18], "assign": [1, 7, 11, 13], "cluster": [0, 1], "grow": [1, 4, 5], "sit": 1, "intersect": [1, 10], "revolutionari": 1, "approach": [0, 1, 8, 14, 17, 18, 19], "albeit": [0, 1, 4], "doe": [1, 8, 9, 12, 14, 15, 16, 18, 19], "consid": [1, 11, 14, 17, 18], "dark": 1, "facebook": [1, 17], "peopl": [1, 2], "skill": 1, "massiv": [1, 15, 16, 17], "everi": [0, 1, 5, 7, 9, 11, 14], "singl": [1, 3, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "wealth": 1, "background": [1, 8, 10, 11, 12, 13, 14], "observ": [1, 7, 8, 11], "experi": [0, 1, 8, 9, 11, 12, 13, 15, 16, 18], "leverag": [0, 1, 11, 12, 15, 16], "supervisori": 1, "withheld": 1, "remain": [0, 1, 10, 11, 15, 16, 18], "urban": [1, 14], "divers": [1, 8], "geographi": [1, 19], "yet": [1, 15, 16, 17, 18, 19], "descript": [1, 8, 12, 13], "ident": [1, 9, 12], "reinforc": 1, "last": [1, 7, 11, 12, 13, 15, 16, 18], "trial": [1, 18], "action": [0, 1, 4, 5, 18], "reward": 1, "penal": [1, 8], "capabl": [1, 9, 15, 16], "autonom": 1, "equip": 1, "insight": 1, "draw": 1, "spectral": [1, 10, 11, 14, 19], "indic": [1, 7, 8, 10, 11, 13, 14, 15, 16], "ten": [1, 11], "billion": [1, 15, 16, 17], "node": [0, 1, 5, 9, 15, 16, 17], "One": [1, 4, 8, 9, 14, 15, 16, 18], "think": [1, 11, 17, 18], "elementari": 1, "incom": [0, 1], "along": [1, 7, 17, 19], "deriv": [1, 4, 5, 12, 17, 18], "messag": [1, 5, 9], "pathwai": 1, "uniform": [1, 7, 8, 11, 15, 16, 17], "weaker": 1, "stronger": 1, "consum": [1, 7, 9, 14, 15, 16], "receiv": [1, 4, 5, 9], "That": [1, 2, 8, 12, 18], "characterist": [1, 8, 18], "level": [1, 4, 5, 7, 9, 14, 15, 16, 18], "impress": 1, "success": [1, 11, 19], "low": [1, 4, 7, 9, 15, 16, 18, 19], "trajectori": 1, "intial": 1, "see": [1, 2, 3, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 18, 19], "begin": [1, 7], "crude": 1, "line": [1, 2, 3, 8, 10, 11, 12, 14, 15, 16], "intermedi": [1, 4, 8, 10, 11, 13, 14, 15, 16], "build": [1, 2, 4, 5, 7, 9, 11, 13, 14, 18], "surround": [1, 14], "context": [1, 2, 7, 8, 17, 18, 19], "color": [1, 3, 8, 10, 12, 13, 15, 16], "textur": [1, 14, 15, 16, 19], "latter": [1, 4, 10], "convol": 1, "consequ": 1, "defualt": 1, "construct": [1, 4, 5, 6, 7, 10, 11, 18], "deeper": [0, 1, 12, 15, 16], "could": [0, 1, 7, 9, 12, 14, 15, 16, 17], "too": [1, 7, 8, 10, 11, 14, 18], "small": [1, 7, 8, 9, 10, 11, 14], "li": 1, "degre": [1, 12, 18], "possibl": [0, 1, 10, 11, 13, 14, 18], "previou": [0, 1, 17, 19], "accordingli": 1, "capabal": 1, "school": 1, "hous": 1, "ot": 1, "turn": [1, 6, 7, 8, 12], "out": [1, 4, 5, 7, 8, 9, 12, 17, 18, 19], "variabl": [1, 3, 6, 8, 9, 17, 18], "remind": [1, 7], "word": [1, 7, 17], "influenc": [1, 17], "come": [1, 2, 4, 9, 12, 13, 19], "correl": [1, 8], "forward": [1, 9, 12], "absenc": 1, "fire": 1, "greater": [1, 10, 11], "won": [1, 3, 10, 18], "doesn": [1, 7, 13, 18], "rest": [1, 9], "rang": [1, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19], "respect": [1, 2, 6, 10, 11, 13, 18], "henc": [0, 1, 4], "throughout": [1, 2], "simpli": [1, 6, 11, 19, 21], "flexibl": [0, 1, 9], "credenc": 1, "larger": [1, 7, 8, 9, 10, 12, 15, 16, 18], "learnabl": 1, "importantli": [1, 4, 5], "bear": [1, 8], "mind": [1, 6, 8, 14, 17, 18], "unless": [1, 7, 18], "avoid": [0, 1, 7, 12, 18], "overload": [1, 7], "resourc": [1, 2, 8, 9, 17, 18, 19], "exhaust": [0, 1], "hyperparamet": [1, 8], "challeng": [0, 1, 10, 11, 13, 14, 15, 16, 17, 19], "converg": [1, 4, 5, 11, 15, 16, 18], "sub": 1, "fast": [1, 9, 19], "stuck": 1, "optimum": 1, "miss": 1, "loop": [1, 12, 13], "end": [1, 5, 7, 12, 14, 15, 16, 18, 19], "expect": [1, 6, 7, 8, 11, 12, 13, 18], "calcul": [1, 4, 5, 6, 7, 8, 10, 11, 18], "propog": 1, "adjust": [0, 1, 6, 9, 14, 18], "divid": [1, 8, 9, 10, 14, 15, 16, 18], "should": [1, 2, 3, 4, 5, 7, 9, 11, 12, 14, 17, 18, 19], "cours": 1, "8": [1, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "initi": [1, 4, 7, 8, 9, 12, 15, 16, 17, 18, 19], "downsampl": [1, 11], "restor": 1, "transpos": [1, 3, 7, 8, 10, 12], "upconvolut": 1, "upsampl": [1, 11, 12], "With": [0, 1, 4, 5, 7, 11, 13, 14, 15, 16, 17, 18, 19], "deonvolut": 1, "block": [1, 8, 11, 12, 17, 18, 19], "grai": 1, "arrow": [1, 21], "togeth": [1, 4, 5, 11, 13, 14, 15, 16, 18], "main": [1, 2, 4, 5, 7, 8, 9, 11, 14, 15, 16, 18], "contribut": [1, 7, 11, 15, 16], "while": [0, 1, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19], "higher": [0, 1, 7, 9, 11, 13, 15, 16, 17, 18, 19], "resolut": [1, 10, 15, 16, 17, 18, 19], "better": [1, 8, 10, 11, 14, 15, 16, 17, 18], "sinc": [0, 1, 4, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19], "spars": [1, 10, 11], "good": [1, 6, 7, 9, 10, 11, 12, 14, 18], "prior": [1, 11, 14, 17], "earlier": [1, 2, 6, 8], "stage": [1, 17], "These": [0, 1, 4, 5, 7, 8, 9, 11, 14, 17, 18, 19, 21], "direct": [1, 4, 5, 17, 19], "quantif": 1, "normal": [1, 7, 10, 12, 13, 19], "acceler": [1, 9, 15, 16], "obtain": [1, 2, 7, 12, 18, 21], "art": [1, 4, 5, 12, 17, 21], "benchmark": [1, 12, 17, 19], "varianc": [1, 18], "statist": [1, 4, 5, 6, 18], "mini": [1, 10, 15, 16], "complet": [1, 8, 9, 18], "classic": [1, 11, 17], "confus": [1, 7, 11, 13, 14, 19], "f1": [1, 13], "score": [1, 6, 13, 19], "random": [1, 6, 7, 8, 10, 11, 14], "question": [1, 9, 14], "instead": [1, 4, 7, 8, 9, 12, 13, 15, 16, 18, 19], "built": [1, 2, 4, 5, 7, 11, 12, 13, 19, 21], "handl": [0, 1, 9, 14, 19], "rule": [0, 1, 7], "thumb": 1, "either": [1, 2, 7, 8, 13, 14, 17, 18], "2": [1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 21], "suit": [1, 9, 14], "speed": [1, 11, 12, 18, 19], "choic": [1, 9, 10, 11, 18], "noisi": 1, "exceedingli": 1, "vast": [1, 18], "probabl": [1, 4, 6, 8, 12, 14, 18], "necessari": [1, 11, 14], "start": [0, 1, 4, 6, 7, 8, 9, 10, 12, 14, 21], "try": [1, 3, 4, 5, 6, 8, 10, 11, 12, 14, 18], "forth": 1, "famili": [1, 19], "present": [1, 8, 10, 11, 14, 19], "against": 1, "standard": [1, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16], "fairli": [1, 7], "ll": [0, 1, 2, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18], "keep": [1, 8, 9, 10, 11, 14, 15, 16, 17, 18, 19], "notion": 1, "extrem": [1, 14, 19], "under": [1, 6, 7, 11, 15, 16, 17, 18], "hood": [1, 7], "enorm": 1, "computation": [1, 9, 15, 16], "simpl": [1, 2, 3, 4, 5, 6, 7, 9, 12, 14, 15, 16, 18, 19], "balanc": [1, 12], "execut": [1, 2, 4, 5, 7, 9, 12, 21], "factor": [1, 4, 8], "binari": 1, "cross": [1, 6, 18], "entropi": [1, 6, 18], "sai": [1, 5, 7, 9], "highest": [1, 6, 11], "adapt": [1, 6, 7, 8, 11, 12, 17, 18, 19], "imbalanc": 1, "focal": [1, 11, 14], "frequenc": 1, "tonifi": 1, "lastli": [1, 5, 7, 18], "instanti": [1, 3, 4, 18], "Or": 1, "adopt": [1, 14], "expedit": [1, 18], "rememb": [1, 7], "just": [1, 2, 7, 11, 12, 14, 18, 19], "extens": [1, 3, 4, 5, 8, 11, 17, 18], "those": [1, 7, 8, 9, 10, 17, 18], "foundat": 1, "later": [0, 1, 4, 5, 7, 8, 10, 11, 15, 16, 18], "compon": [2, 4, 7, 15, 16, 19], "train": [2, 3, 4, 5, 7, 9, 10, 13, 14, 15, 16, 17, 19, 21], "session": [2, 3, 4, 10, 11, 12, 14], "learn": [2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 17], "visit": [2, 3, 9], "research": [0, 2, 4, 9, 15, 16, 17, 19], "basic_features_overview": 2, "ipynb": [2, 19], "upon": [2, 4, 15, 16], "jupyt": [2, 9, 12, 13, 21], "packag": [2, 6, 9, 11, 12], "python": [2, 4, 5, 6, 7, 9, 11, 12, 13, 14, 21], "syntax": 2, "contain": [2, 6, 7, 9, 10, 11, 12, 14, 18], "explanatori": 2, "ensur": [2, 6, 7, 9, 11, 17, 18], "runtim": [2, 7, 9, 21], "click": [2, 9, 21], "upper": [2, 18], "righthand": 2, "corner": 2, "switch": [2, 4, 8], "us": [2, 3, 4, 5, 9, 10, 11, 12, 13, 17, 19, 21], "tpu": [2, 9], "again": [2, 6, 7, 8, 10, 18], "view": [2, 8, 13, 14, 17, 19], "pane": 2, "practic": [2, 3, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 18], "break": [2, 3, 4, 8], "down": [2, 4, 8, 9, 11, 12, 17, 18, 21], "bodi": [2, 15, 16, 17], "bite": 2, "piec": [2, 8], "resid": 2, "list": [2, 3, 7, 8, 9, 10, 11, 12, 13], "readabl": [2, 4, 5], "isol": [2, 4], "modular": 2, "easili": [2, 5, 7, 11, 13, 14, 19], "swap": [2, 3, 4], "broken": [2, 11, 14, 18], "icon": [2, 21], "menu": [2, 21], "addit": [0, 2, 7, 8, 9, 11, 14], "option": [2, 7, 9, 10, 11, 12, 14, 19], "numpi": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 21], "np": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "matplotlib": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "pyplot": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "plt": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "codi": 2, "peic": 2, "decor": [2, 7], "edit": [2, 9, 14], "doubl": 2, "markdown": 2, "ar": [2, 3, 4, 6, 7, 8, 10, 11, 12, 13, 15, 16, 17, 18, 19, 21], "explain": [2, 11], "rational": 2, "adjac": [2, 7, 14, 17], "usag": [2, 5, 8, 12, 13], "sourc": [0, 2, 3, 4, 5, 6, 7, 9, 10, 12, 14, 17, 19, 21], "suggest": [2, 21], "altern": [2, 9, 18], "flag": [2, 12, 18], "scenario": [2, 11], "command": [2, 9, 11], "style": [2, 6, 7, 18], "shortcut": [2, 8, 12], "oper": [2, 4, 5, 6, 7, 8, 9], "ls": [2, 8], "directori": [2, 3, 6, 8, 11, 12, 13, 14, 18], "clear": [2, 5, 11, 14, 18, 19], "x": [2, 3, 4, 7, 8, 9, 10, 11, 15, 16, 17, 18, 21], "unpack": 2, "discov": 2, "object": [2, 6, 7, 8, 9, 12, 14, 15, 16, 18], "access": [2, 6, 8, 9, 11, 12, 13, 17], "document": [2, 5, 10, 11, 12, 13, 14, 15, 16, 18], "string": [2, 3, 8], "now": [2, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "avail": [2, 8, 9, 10, 11, 12, 13, 14, 17, 18], "auto": [2, 12, 19], "period": [2, 14], "open": [2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 14, 17, 21], "parenthesi": 2, "perisst": 2, "hover": 2, "name": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 18], "tab": [2, 11], "link": [2, 3, 5, 6, 8, 9, 10, 12, 17], "similarli": [2, 7], "ndarrai": [2, 7], "alphanumer": 2, "folium": [2, 3, 8], "geojson": [2, 3, 10, 11, 21], "m": [2, 3, 8, 11, 15, 16, 17], "tile": [2, 8, 9, 10, 12, 13, 14], "stamen": [2, 3], "control_scal": [2, 3], "12": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19], "046329": 2, "77": [2, 8, 18], "042755": 2, "lima": [2, 7, 8], "peru": [2, 7, 8], "zoom_start": [2, 3, 8], "max_zoom": [2, 3], "min_zoom": [2, 3], "100": [2, 3, 7, 8, 12, 15, 16, 17, 18], "zoom_control": [2, 3], "fals": [2, 3, 8, 10, 11, 12, 13, 14, 18, 19], "500": [2, 3], "300": [2, 3], "add_child": [2, 3, 8], "host": [2, 7, 9, 10, 12, 13, 21], "data": [2, 3, 4, 5, 6, 15, 16, 17, 19], "nativ": 2, "read": [2, 3, 6, 7, 8, 9, 12, 13, 14, 18], "file": [2, 3, 6, 7, 8, 9, 10, 12, 13, 18, 21], "mount": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "volum": [0, 2], "str": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "get_ipython": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "gdrive": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "share": [5, 10, 12], "permiss": [2, 7, 17, 18], "button": 2, "toolbar": 2, "copi": [2, 3, 7, 8, 10, 14, 18], "done": [7, 8, 9, 12, 17], "folder": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18], "item": [3, 6, 7, 10, 11, 12, 18], "add": [2, 7, 8, 9, 10, 11, 12, 15, 16], "destin": [], "configur": [3, 6, 7, 8, 10, 11, 12, 14, 18, 21], "planet_api": 3, "cfg": 3, "my": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "drive": [0, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18], "templat": 3, "api": [3, 4, 5, 6, 7, 9, 11, 12, 18, 21], "receiev": 3, "sign": [3, 9], "up": [3, 6, 7, 8, 9, 15, 16, 18, 19], "subscrib": 3, "pleas": [3, 12, 21], "alreadi": [3, 8, 11, 14, 18], "credenti": 3, "api_kei": [3, 12], "xxxxxxxxxxxxxxxxx": 3, "colab": [3, 6, 8, 10, 11, 12, 13, 14, 18, 19, 21], "warn": [3, 12, 18], "user": [2, 3, 5, 6, 8, 9, 11, 12, 13, 14, 17, 18], "caus": [3, 10, 11, 18], "pin": 3, "librari": [3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "pip": [3, 6, 10, 11, 12, 13, 14, 18], "instal": [3, 4, 6, 9, 10, 11, 12, 13, 14, 18, 21], "q": [3, 6, 10, 11, 12, 13, 14, 15, 16, 18], "rasterio": [3, 6, 10, 12, 18, 21], "geopanda": [3, 6, 10, 11, 12, 18, 21], "0": [3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21], "radiant_mlhub": [3, 6, 10, 12], "mlhub": [3, 6, 10, 11, 12, 13, 21], "earth": [0, 3, 12, 13], "os": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "glob": [3, 6, 8, 10, 11, 12, 18], "functool": [3, 6, 11, 14, 18], "fnmatch": [3, 6, 18], "shutil": [3, 6, 11, 18], "tarfil": [3, 6, 10, 12, 18], "json": [3, 6, 8, 10, 12, 18], "pathlib": [3, 6, 10, 12, 18], "path": [2, 3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 17, 18], "zipfil": [3, 6, 18], "itertool": [3, 6, 10, 18], "configpars": 3, "urllib": [3, 6, 18], "mpl": [3, 10, 11, 13, 14], "rcparam": [3, 10, 11, 13, 14], "ax": [3, 7, 10, 11, 13, 14, 18], "figsiz": [3, 6, 8, 10, 11, 12, 13, 14, 18], "show": [3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], "gpd": [3, 10, 11], "geometri": [3, 8, 10], "clear_output": [3, 11, 12, 14], "client": [3, 6, 9, 12], "get_sess": [3, 6, 12], "collect": [0, 3, 5, 6, 7, 8, 10, 12, 14], "radiant": [0, 3, 10, 12, 13, 21], "root": [3, 10, 11, 13, 14, 18], "googl": [3, 4, 5, 6, 10, 11, 12, 13, 14, 15, 16, 18, 19, 21], "root_dir": 3, "tf": [2, 3, 4, 6, 8, 9, 10, 11, 12, 13, 14, 18, 21], "eo": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18, 21], "devse": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "workshop_dir": 3, "workshop": [3, 11, 21], "dir": [3, 8, 10, 11, 12], "d": [3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18], "makedir": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "print": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "els": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18], "abspath": [2, 3, 6, 8, 10, 11, 12, 13, 14, 18], "f": [2, 3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "Not": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18, 19], "download": [2, 3, 6, 8, 9, 10, 11, 12, 13, 14, 18, 21], "cd": [3, 6, 8, 10, 11, 12, 13, 14, 18], "storag": [2, 3, 8, 9, 10, 18], "code": [3, 4, 7, 9, 10, 11, 12, 14, 19], "snippet": 3, "placehold": 3, "vector": [3, 5, 6, 7, 10, 15, 16, 18, 21], "gcp": [3, 9], "authent": [3, 9], "auth": [3, 8, 9], "authenticate_us": [3, 8], "gloud": 3, "storage_cli": 3, "bucket": [3, 8, 9], "bucket_nam": 3, "dev": 3, "data_dir": 3, "join": [3, 6, 8, 10, 11, 12, 13, 14], "gcs_to_local_dir": 3, "prefix": [3, 7, 10], "local_dir": [3, 9], "get_bucket": 3, "blob": [3, 10, 11, 12, 13, 19], "list_blob": 3, "filenam": [3, 11, 14], "replac": [3, 6, 10, 12, 15, 16, 19], "_": [3, 6, 10, 12, 18], "filename_split": [3, 10, 11], "splitext": [3, 10, 11], "filename_zero": [3, 10, 11], "fileext": [3, 10, 11], "basenam": [3, 10, 11], "download_to_filenam": 3, "coverag": 3, "datafram": [3, 6, 10, 11, 12, 13, 14], "centroid": 3, "month": 3, "year": 3, "ref_african_crops_kenya_01_label": 3, "collection_id": [3, 6, 10, 12], "fetch": [3, 6, 10, 12], "tar": [3, 6, 10, 12], "r": [3, 6, 7, 10, 11, 12, 14], "gz": [3, 6, 8, 10, 12], "extractal": [3, 6, 10, 12], "close": [3, 6, 9, 10, 12, 14], "resolve_path": [3, 6, 10, 12], "resolv": [3, 6, 10, 12, 19], "load_df": [3, 6, 10, 12], "load": [3, 4, 5, 6, 8, 10, 11, 14], "row": [3, 6, 7, 10, 11, 12, 18], "item_link": [3, 6, 10, 12], "continu": [3, 6, 8, 10, 11, 12], "append": [3, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 18], "href": [3, 6, 8, 10, 12], "item_path": [3, 6, 10, 12], "current_path": [3, 6, 10, 12], "dirnam": [3, 6, 10, 12], "tile_id": [3, 6, 10, 12], "id": [3, 6, 8, 10, 12, 14], "asset_kei": [3, 6, 10, 12], "asset": [3, 6, 8, 10, 12], "none": [3, 6, 7, 8, 10, 11, 12, 13, 14, 18], "link_path": [3, 6, 10, 12], "source_path": [3, 6, 10, 12], "source_item": [3, 6, 10, 12], "except": [3, 6, 7, 10, 11, 12, 18], "filenotfounderror": [3, 6, 10, 12], "datetim": [3, 6, 10, 11, 12], "properti": [3, 6, 7, 9, 10, 12], "satellite_platform": [3, 6, 10, 12], "pd": [3, 6, 10, 11, 12, 13, 14, 18], "column": [3, 6, 7, 8, 10, 11, 12], "file_path": [3, 6, 10, 12], "c": [3, 4, 5, 6, 7, 10, 11, 12, 14, 15, 16, 18], "shapefil": [3, 10], "info": [3, 9], "org": [3, 6, 7, 11, 12, 14, 17, 18, 19, 21], "stabl": [3, 5], "gdf": 3, "read_fil": [3, 10, 11, 12, 14], "ref_african_crops_kenya_01_labels_00": 3, "to_cr": [3, 10], "epsg": 3, "4326": 3, "bbox_aoi": 3, "total_bound": 3, "centroid_aoi": 3, "y": [3, 4, 7, 9, 10, 11, 15, 16, 17], "config": [3, 11, 12], "configfilepath": 3, "planet_api_kei": 3, "insert": 3, "api_url": 3, "v1": 3, "name__i": 3, "planet_medres_normalized_analytic_2021": 3, "06_mosaic": 3, "june": 3, "2021": [0, 3, 8, 12, 17, 19], "param": [3, 6, 18], "custom": [3, 7, 9, 12, 13, 18], "re": [3, 7, 8, 9, 10, 14, 17, 18], "statu": [3, 8, 9], "status_cod": 3, "metadata": [3, 8, 9, 10, 14], "expos": [3, 9, 17], "care": [3, 14], "uncom": [3, 11, 12, 13, 14], "dump": 3, "indent": 3, "mosaic_id": 3, "bbox": 3, "mosaic_bbox": 3, "convert": [3, 4, 6, 7, 8, 10, 17, 18], "string_bbox": 3, "6": [3, 4, 6, 7, 8, 10, 11, 12, 13, 14, 18], "add_to": [3, 8], "search_paramet": 3, "quads_url": 3, "format": [3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 18, 19, 21], "stream": [3, 7, 12], "zip": [3, 6, 8, 10, 11], "len": [3, 6, 8, 10, 11, 12, 13, 14, 18], "quad_box": 3, "nicfi_dir": 3, "062021_basemap_nicfi_aoi": 3, "quads_dir": 3, "_link": 3, "tiff": [3, 12], "isfil": 3, "urlretriev": 3, "out_mosa": 3, "062021_basemap_nicfi_aoi_mosa": 3, "tif": [3, 8, 10, 12], "criteria": [3, 18], "search_criteria": 3, "quad_fil": 3, "src_files_to_mosa": 3, "src": 3, "out_tran": 3, "out_meta": 3, "meta": [3, 10, 17], "driver": [3, 10], "gtiff": [3, 10], "transform": [3, 7, 10, 14, 15, 16, 18], "write": [0, 2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 18], "raster": [3, 8, 11, 12, 21], "w": [3, 7, 10, 11, 14, 15, 16], "dest": 3, "rgb": [3, 6, 8, 10, 12, 14, 18], "rgb_out_mosa": 3, "062021_basemap_nicfi_aoi_rgb_mosa": 3, "count": [3, 7, 9, 10, 13, 14, 15, 16, 19], "dstack": [3, 10, 12], "late": [4, 5], "machin": [4, 5, 7, 8, 9, 11, 13, 14, 15, 16, 18], "deep": [4, 5, 8, 11, 12, 14, 17], "free": [4, 5, 10, 14, 18, 21], "thank": [4, 5], "apach": [4, 5, 7, 17, 18], "licens": [4, 5, 7, 17, 18], "implement": [4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19], "comput": [2, 4, 5, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19], "numer": [4, 5, 10, 15, 16, 17], "manifest": [4, 5, 19], "cpu": [4, 5, 8, 9, 11, 19], "gpu": [4, 5, 8, 9, 12, 15, 16, 19, 21], "mobil": [4, 5, 7], "wrapper": [4, 5], "java": [4, 5, 9, 14], "accept": [4, 5, 7, 8, 9, 15, 16, 19], "dimension": [4, 5, 7, 17], "arrai": [4, 5, 6, 7, 8, 10, 11, 13], "tensor": [4, 5, 6, 8, 12, 13, 14], "dataflow": [5, 7], "graph": [4, 5, 7, 11], "specifi": [5, 6, 7, 8, 11, 14, 18], "travel": [4, 5], "support": [4, 5, 7, 9, 11, 12, 14, 15, 16, 17, 21], "creation": [4, 5, 7, 11, 14], "flowchart": [4, 5], "eager": [4, 7], "immedi": [4, 5], "oppos": [4, 8], "mode": [4, 6, 7, 18], "chain": [4, 15, 16], "thu": [0, 4, 11], "sequenti": [4, 5, 6, 8, 17, 18], "occur": [0, 4, 5, 7, 9, 10, 11, 14, 15, 16, 19], "actual": [4, 7, 11, 12, 18], "wherev": 4, "simplifi": [4, 5], "debug": [4, 5, 7], "secondli": [4, 6], "boilerpl": 4, "themselv": [4, 6], "callabl": [4, 5], "worth": [4, 7, 14, 17, 19], "mention": [4, 7, 11, 19], "especi": [0, 4, 7, 15, 16], "rapid": [4, 5, 7, 11], "experiment": [4, 5, 7, 8, 12], "rewrit": 4, "five": 4, "preprocess": [0, 4, 5, 6, 8, 10, 11, 12, 14, 18, 19], "serv": [4, 9, 11, 18], "distribut": [0, 4, 7, 9, 10, 11, 18], "outsid": [4, 7, 12, 18], "aforement": [4, 15, 16], "plethora": 4, "util": [4, 6, 8, 10, 11, 12, 14, 15, 16, 18], "enrich": 4, "ecosystem": [4, 6], "noteworthi": [4, 15, 16], "tensorboard": [4, 7], "visualit": [], "log": [4, 5, 6, 7, 9, 11, 12, 14, 18], "deploy": [0, 4, 5, 7, 17], "catolog": [], "readi": [4, 5, 9, 10, 11, 17], "n": [4, 5, 7, 8, 10, 11, 12, 14, 17, 18], "theori": [5, 19], "belong": [5, 18, 19], "describ": [5, 7, 9, 11, 14, 17], "convent": 17, "immut": 7, "mathemat": [5, 7, 15, 16], "endpoint": [5, 9], "depict": [5, 12, 17], "paradigm": [0, 9], "intention": [4, 5], "friendli": [4, 5], "integr": [4, 9], "plugin": [4, 5], "softwar": [4, 5, 7, 15, 16, 18], "tool": [4, 5, 8, 9, 21], "cognit": [4, 5], "intend": [4, 5, 6], "directli": [4, 7, 8, 9, 14, 18], "henceforth": [4, 8], "recommend": [4, 7, 10, 11, 18], "interfac": [4, 9, 11], "distinct": [4, 8, 19], "agnost": [4, 11], "protocol": 4, "howev": [0, 7, 8, 11, 12, 14, 17, 18], "devoid": [], "been": [9, 11, 12, 15, 16, 17, 18, 19], "subsum": [], "userbas": [], "address": [0, 4, 8, 9, 11, 15, 16, 17], "life": [4, 7], "definit": 4, "archtitectur": [], "network": [4, 6, 8, 9, 12, 14, 19], "topolog": [4, 18], "compil": [4, 6, 7, 8, 11, 14, 19], "k": [4, 8, 15, 16, 19], "depen": [], "domain": [0, 4, 14, 15, 16, 17, 18, 19], "tha": [4, 5], "subclass": [4, 5], "callback": [4, 5, 7, 11, 14, 18], "interim": [4, 5, 12, 18], "earli": [4, 5, 8, 18], "stop": [4, 5, 7, 8, 9, 18], "prep": [4, 5], "raw": [4, 5, 6, 7, 8, 10, 18], "disk": [4, 5, 9, 18], "plug": [4, 5], "decai": [4, 5, 18], "schedul": [4, 5], "assess": [4, 5, 13, 14], "chosen": [4, 5], "quantit": [4, 5], "workflow": [4, 5, 10, 17], "miro": [4, 5], "app": [4, 5], "board": [4, 5], "o9j_lhnkhv": [4, 5], "scalar": [4, 6, 7, 11], "explicit": [0, 4], "must": [0, 4, 9, 11, 14, 17, 18, 19], "assum": [4, 8, 14, 21], "version": [0, 4, 5, 6, 7, 9, 11, 12, 17, 18], "older": [4, 17], "short": [6, 19], "introduct": [6, 12, 15, 16, 17, 19], "prebuilt": 6, "neural": [6, 8, 14, 15, 16, 17, 19], "2k": [12, 18], "90m": [12, 18], "0m": [12, 18], "32m21": [12, 18], "21": [7, 12, 18], "mb": [12, 18], "31m52": [], "5": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18], "eta": [12, 18], "36m0": [12, 18], "00": [12, 18], "32m52": 12, "52": [12, 18], "kb": [12, 18], "31m1": 12, "9": [6, 7, 10, 11, 12, 13, 14, 18, 19], "32m12": 12, "31m32": [], "32m137": 12, "4": [6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18], "137": 12, "31m6": [], "32m2": 12, "31m33": [], "32m78": 12, "78": 12, "25h": [12, 18], "request": [6, 9, 12, 18], "panda": [6, 10, 11, 12, 13, 14, 18], "sklearn": [6, 10, 11, 13, 18], "model_select": [6, 10, 11, 18], "train_test_split": [6, 10, 11, 18], "pil": [6, 8, 10, 11, 12, 18], "tensorflow_dataset": [6, 11, 14, 18], "tfd": [6, 11, 14, 18], "plot_model": [6, 18], "__version__": [6, 8], "attempt": [0, 12], "forcibl": [], "remount": [], "force_remount": [], "eurosat": [6, 18], "sentinel": [6, 9, 10, 12, 14, 18, 19], "catalog": [4, 6, 18], "get_train_test_split": [], "image_arrays_list": 6, "label_integers_list": 6, "test": [6, 8, 10, 11, 12, 14, 17, 18, 19, 21], "train_dataset": [6, 18], "x_dataset": 6, "y_dataset": 6, "all_dataset": [6, 18], "shuffl": [6, 7, 8, 11, 14, 18], "1024": [6, 8, 18], "test_dataset": [6, 18], "int": [6, 8, 10, 11, 14, 18], "skip": [6, 7, 9, 10, 11, 12, 13, 18, 19], "train_image_arrai": 6, "train_label_integ": 6, "test_image_arrai": 6, "test_label_integ": 6, "x_train": 6, "y_train": 6, "x_test": 6, "y_test": 6, "prepar": [0, 6, 7, 8, 10, 11, 12], "89": 18, "91": 18, "mib": 18, "unknown": 18, "total": [6, 7, 8, 10, 11, 12, 14, 15, 16, 18], "subsequ": [6, 7, 17, 18], "reus": [4, 7, 8, 18], "paramet": [6, 7, 11, 12, 15, 16, 17, 18, 19], "input_shap": [6, 11, 14, 18], "64": [6, 8, 11, 18], "num_class": [6, 18], "flatten": [6, 7, 10, 11, 13, 18], "128": [6, 8, 11, 18], "dropout": [6, 15, 16, 18], "trainabl": [6, 7, 11, 18, 19], "reusabl": [6, 7], "compos": [6, 14, 15, 16, 17], "logit": [6, 12, 18], "odd": 6, "11224": [], "67": [], "67007": [], "194836": [], "62": [], "869877": [], "0573664": [], "56": 18, "408875": [], "30": [6, 8, 10], "047808": [], "9318237": [], "148": [], "80371": [], "31": [8, 12], "821905": [], "dtype": [8, 10, 11, 12, 18], "float32": [7, 8, 11, 12, 14], "nn": [6, 7, 18], "softmax": [6, 7, 11, 14], "0000000e": [], "8090626e": [], "36": [], "sparsecategoricalcrossentropi": [6, 11, 14, 18], "commonli": 6, "loss_fn": 6, "from_logit": [6, 11, 14, 18], "impli": [6, 7, 18], "proxim": 6, "untrain": 6, "math": [7, 12, 18], "81": [], "133644": [], "establish": [6, 11, 15, 16, 19], "adam": [6, 11, 12, 14, 18], "herein": [6, 18], "lr": [6, 12], "001": [6, 12, 18], "learning_r": [6, 11, 12, 14, 18], "summari": [6, 8, 13, 18], "sequential_1": [], "_________________________________________________________________": [6, 18], "flatten_1": [], "12288": [6, 18], "dense_2": [], "1572992": 6, "dropout_1": [], "dense_3": [], "1290": 6, "574": 6, "282": 6, "show_shap": 6, "No": [6, 13, 21], "hope": 6, "validation_data": [6, 8, 11, 12, 14, 18], "591": [], "16": [7, 8, 10, 18], "28m": [], "2964": [], "1115": [], "val_loss": [6, 11, 12, 14, 18], "2962": 18, "val_accuraci": 18, "1116": [], "27m": [], "1110": [], "1106": [], "1121": [], "1111": [], "7": [7, 10, 11, 12, 13, 14, 18], "2965": [], "1113": [], "17": [7, 18], "29m": [], "1122": [], "19": [7, 11, 13, 14, 18], "31m": 12, "1098": [], "plot": [6, 8, 10, 11, 13, 14, 18], "titl": [6, 7, 10, 11, 12, 13, 14, 18], "xlabel": [6, 11, 13, 14, 18], "ylabel": [6, 11, 13, 14, 18], "val": [6, 10, 11, 12, 18], "legend": [6, 11, 14, 18], "verbos": [6, 8], "2s": [], "4m": [], "2961783409118652": [], "11164021492004395": [], "attach": [6, 12], "probability_model": 6, "10791875": [], "11046039": [], "10993448": [], "09152905": [], "09366088": [], "07742317": [], "09347883": [], "11273941": [], "09235851": [], "11049651": [], "drone": 6, "crop": [0, 6, 10, 11, 13, 14], "rwanda": 6, "ds": [6, 7, 10, 12, 14], "rti_rwanda_crop_typ": 6, "rti_rwanda_crop_type_label": 6, "rti_rwanda_crop_type_sourc": 6, "rti_rwanda_crop_type_raw": 6, "train_df": [6, 10, 11, 14], "test_df": [6, 10, 14], "urllib3": [], "connectionpool": [], "full": [7, 8, 11], "discard": [17, 19], "radiantearth": [10, 11, 12, 13], "window": [8, 10, 11, 12, 13, 17], "net": [8, 9, 10, 11, 12, 13, 14, 17], "set_opt": [6, 10, 13], "max_colwidth": [6, 10, 13], "class_nam": [6, 10, 11, 13, 14], "banana": 6, "maiz": 6, "legum": 6, "class_id": [6, 10, 11, 13, 14], "to_csv": [6, 10, 11], "rti_rwanda_crop_type_class": 6, "csv": [6, 10, 11, 13, 14], "train_df_label": 6, "loc": [6, 10, 18], "data_train": 6, "data_test": 6, "test_siz": [6, 10, 11], "random_st": [6, 10, 11], "1824": 6, "782": 6, "get_re_train_test": 6, "image_array_list": 6, "label_integer_list": 6, "iterrow": 6, "label_path": [6, 11, 14], "label_obj": 6, "label_str": 6, "label_int": 6, "squeez": [6, 7, 12, 19], "image_path": 6, "image_obj": 6, "png": [6, 10, 11, 12, 14], "200": [6, 7, 8, 12], "although": 5, "releas": [4, 5, 12, 17], "arriv": [5, 18], "2017": [0, 5, 8, 11, 18], "three": [5, 7, 9, 10, 11, 15, 16], "enter": [5, 7], "culmin": 5, "indivisu": 5, "op": [5, 7], "devic": [5, 7, 10, 11, 14], "portabl": [5, 7], "otherwsi": 5, "frozen": [5, 18], "medium": 5, "impostor": 5, "5f0ebb253ad4": 5, "forefront": 5, "seek": [5, 8], "complement": 5, "comprehens": [5, 11], "digest": 5, "refin": [5, 14, 17, 18], "tnesor": 5, "spart": 5, "modelung": 5, "talk": 7, "seen": [7, 8, 18, 19], "never": 7, "regularli": 7, "sometim": [7, 15, 16, 18], "cannot": [0, 7], "futur": [7, 9, 11], "static": [7, 9], "fix": [0, 7, 8, 15, 16, 17, 18, 19], "hyper": 7, "guess": 7, "vice": 7, "versa": 7, "know": [7, 10, 13, 14, 18], "rank": 7, "express": [7, 8, 15, 16, 18], "256": [7, 8, 11, 18], "196608": 7, "int32": [7, 11], "rank_0_tensor": 7, "someth": [7, 8, 9], "float": [7, 8, 11, 13, 14, 18], "rank_1_tensor": 7, "least": [7, 8, 11], "what": [7, 11, 13, 17, 18], "rank_2_tensor": 7, "float16": 7, "arbitrari": [7, 8], "rank_3_tensor": 7, "11": [7, 8, 15, 16, 18], "14": [7, 8, 18], "15": [7, 8, 9, 10, 11, 12, 14, 18], "18": [7, 18], "22": [7, 14], "23": [7, 11], "24": [7, 18], "25": 7, "26": 7, "27": [7, 11, 12], "28": [7, 12], "29": 7, "tensorshap": 7, "rank_4_tensor": 7, "ndim": 7, "encount": [7, 8], "vision": [7, 10, 14, 18], "integ": [7, 8, 10, 12], "rectangular": 7, "rag": 7, "rare": [7, 11, 14], "b": [4, 7, 9, 12, 17], "said": [7, 8, 18], "multipli": [7, 14, 15, 16], "matmul": 7, "argmax": [7, 11, 12, 14], "largest": [7, 12, 15, 16], "reduce_max": 7, "addition": [7, 13, 14], "anyth": 7, "previous": [0, 7, 9], "store": [7, 8, 9, 10], "var": 7, "assign_add": 7, "backward": 7, "colon": 7, "slice": 7, "34": 7, "everyth": [7, 18], "revers": [7, 11], "treat": [0, 7, 18], "independ": [7, 8, 14, 17], "exact": 7, "pull": 7, "reshap": [7, 12], "thing": [7, 14], "matric": [7, 11], "x_flat": 7, "as_list": 7, "newli": [7, 12, 18], "held": 7, "abid": 7, "major": [7, 14, 18, 21], "increment": 7, "rightmost": 7, "fact": 7, "argument": [7, 9, 11, 12, 13, 18], "whatev": 7, "3x2x5": 7, "3x2": 7, "x5": 7, "3x": 7, "2x5": 7, "fulli": [7, 8, 9, 15, 16, 19], "inspect": [4, 6, 7, 8, 9, 10, 11, 12, 14, 18], "datatyp": 7, "unspecifi": 7, "inuit": 7, "cast": [7, 11, 12, 14], "the_f64_tensor": 7, "float64": 7, "the_f16_tensor": 7, "uint8": [7, 10, 12, 18], "lose": 7, "decim": 7, "precis": [7, 13], "the_u8_tensor": 7, "equival": [7, 14, 17], "premis": 7, "stretch": 7, "automat": [7, 17, 18], "z": [7, 17], "3x1": 7, "1x4": 7, "3x4": 7, "notat": 7, "x_stretch": 7, "y_stretch": 7, "expand": 7, "broadcast_to": 7, "section": [0, 7, 10, 17, 19], "jake": 7, "vanderpla": 7, "book": [7, 21], "scienc": [7, 9], "handbook": 7, "convers": [7, 11], "registri": 7, "register_tensor_conversion_funct": 7, "byte": [7, 8], "atom": 7, "scalar_string_tensor": 7, "ok": 7, "tensor_of_str": 7, "nasa": 7, "servir": 7, "printout": 7, "unicod": 7, "charact": 7, "utf": 7, "sep": 7, "raggedtensor": 7, "And": [7, 8, 9, 14, 17, 18], "to_numb": 7, "pars": [7, 8], "wide": [7, 10, 18], "embed": [0, 7, 17, 19], "datat": [], "sparsetensor": 7, "manner": [7, 14], "sparse_tensor": 7, "dense_shap": 7, "to_dens": 7, "face": [0, 7, 9], "limit": [7, 9, 15, 16, 17, 18, 19], "critic": [0, 7], "savedmodel": 7, "mutat": 7, "kera": [7, 8, 11, 12, 14, 17, 18, 19, 21], "awai": [7, 9], "regardless": [7, 9], "hardwar": [7, 15, 16], "enhanc": 7, "behav": 7, "eagerli": 7, "insid": 7, "dense_lay": 7, "faster": [7, 8, 9, 11, 15, 16], "flip": [7, 11, 14, 18], "convolut": [7, 8, 15, 16, 18, 19], "speedup": 7, "timeit": 7, "conv_lay": 7, "conv2d": [7, 8, 18], "conv_fn": 7, "warm": 7, "conv": [0, 7, 12, 15, 16], "lambda": [7, 9, 11], "tensorson": [], "basi": [7, 11, 18], "wildcard": 7, "frequent": [7, 9], "deal": [7, 17, 18], "input_signatur": 7, "tensorspec": [7, 12, 18], "surfac": [7, 8], "buggy_consume_next": 7, "good_consume_next": 7, "from_tensor_slic": [7, 11, 12, 14], "simplest": 7, "augment": [7, 10, 11, 12], "rotat": [7, 13, 14, 18], "as_numpy_iter": [7, 18], "nest": 7, "tupl": [7, 8], "dictionari": [7, 8, 18], "typespec": 7, "datas": 7, "tensorarrai": 7, "dict": [6, 7, 8, 12, 18], "namedtupl": 7, "pipe": 7, "image1": 7, "image2": 7, "image3": 7, "label1": 7, "label2": 7, "label3": 7, "perturb": 7, "essenc": 7, "curiou": 7, "via": [6, 7, 9, 15, 16, 21], "intro": 7, "impervi": 8, "nlcd": 8, "landsat": [8, 12, 14], "composit": [8, 10, 11], "acquir": [8, 11, 14], "u": [8, 11, 13, 14, 17, 18], "percentag": [8, 15, 16], "export": [6, 8, 11, 19], "ee": 8, "fure": 8, "tifffil": 8, "randrang": 8, "imshow": [6, 8, 10, 11, 12, 13, 14, 18], "pprint": 8, "fcnn": 8, "demo": [8, 9, 12, 21], "test_patch": 8, "training_bas": 8, "training_patch": 8, "val_bas": 8, "val_patch": 8, "band": [8, 10, 17], "opticalband": 8, "b1": 8, "b2": 8, "b3": 8, "b4": 8, "b5": [8, 12], "b6": 8, "b7": 8, "thermalband": 8, "b10": 8, "b11": 8, "kernel_s": 8, "kernel_shap": 8, "fixedlenfeatur": 8, "features_dict": 8, "train_siz": 8, "16000": 8, "val_siz": 8, "8000": 8, "batch_siz": [8, 11, 12, 14, 18], "buffer_s": [8, 18], "2000": [8, 18], "sgd": 8, "meansquarederror": 8, "rootmeansquarederror": 8, "mask": [8, 10, 11, 12, 13, 14, 17], "l8sr": 8, "imagecollect": 8, "lc08": 8, "c01": 8, "t1_sr": 8, "maskl8sr": 8, "cloudshadowbitmask": 8, "pow": 8, "cloudsbitmask": 8, "qa": 8, "pixel_qa": 8, "mask1": 8, "bitwiseand": 8, "eq": 8, "mask2": 8, "min": [6, 8, 9, 10, 11, 13, 14, 18], "mask3": 8, "gt": 8, "lt": 8, "10000": 8, "addband": 8, "clamp": 8, "273": 8, "373": 8, "subtract": [8, 15, 16, 18], "updatemask": 8, "median": 8, "filterd": 8, "01": [8, 18], "mapid": 8, "getmapid": 8, "38": 8, "122": 8, "tilelay": 8, "tile_fetch": 8, "url_format": 8, "attr": 8, "earthengin": 8, "overlai": 8, "thermal": 8, "layercontrol": 8, "fraction": [8, 10], "usg": 8, "nlcd2016": 8, "neighborhoodtoarrai": 8, "proce": 8, "featurestack": 8, "cat": 8, "repeat": [8, 11, 14], "kernel": [8, 11, 15, 16, 18], "strateg": 8, "hand": [8, 17, 19], "256x256": [8, 12], "strategiclli": 8, "trainingpoli": 8, "featurecollect": 8, "demotraininggeometri": 8, "valpoli": 8, "demoevalgeometri": 8, "polyimag": 8, "paint": 8, "palett": 8, "getinfo": 8, "neighborhood": [0, 8], "around": [8, 11, 13, 19, 21], "shard": 8, "prevent": [8, 18], "tfrecord": 8, "breviti": 8, "sake": 8, "revis": 8, "wish": [8, 14], "trainingpolyslist": 8, "tolist": [8, 11], "valpolyslist": 8, "geomsampl": 8, "numpixel": 8, "tilescal": 8, "desc": 8, "_g": 8, "tabl": [8, 13], "todriv": 8, "filenameprefix": 8, "fileformat": 8, "selector": 8, "unfortun": 8, "isn": 8, "parse_tfrecord": 8, "example_proto": 8, "serial": 8, "arg": 8, "parse_single_exampl": 8, "to_tupl": 8, "hwc": 8, "inputslist": 8, "axi": [6, 8, 11, 12, 13, 14, 18], "chw": 8, "get_dataset": [8, 12], "gfile": 8, "tfrecorddataset": 8, "compression_typ": 8, "gzip": 8, "num_parallel_cal": [8, 11, 12, 14], "get_training_dataset": 8, "globb": 8, "get_val_dataset": 8, "squar": [8, 18], "satur": [8, 14, 15, 16, 19], "artifact": 8, "squash": 8, "sensibl": 8, "conv_block": 8, "input_tensor": 8, "num_filt": 8, "pad": [8, 11, 13, 19], "batchnorm": 8, "encoder_block": 8, "encoder_pool": 8, "maxpooling2d": 8, "stride": [8, 11], "decoder_block": 8, "concat_tensor": 8, "conv2dtranspos": [8, 11], "get_model": 8, "encoder0_pool": 8, "encoder0": 8, "32": [8, 11, 12, 18], "encoder1_pool": 8, "encoder1": 8, "encoder2_pool": 8, "encoder2": 8, "encoder3_pool": 8, "encoder3": 8, "encoder4_pool": 8, "encoder4": 8, "512": [8, 11, 12, 18], "decoder4": 8, "decoder3": 8, "decoder2": 8, "decoder1": 8, "decoder0": 8, "sigmoid": [8, 15, 16, 18], "steps_per_epoch": [8, 11, 12, 14], "validation_step": [8, 11, 12, 14], "save_model_path": [8, 11], "model_out_batch_": [8, 11], "_ep": [8, 11], "isdir": [8, 11], "mkdir": [8, 9, 11], "retrain": [8, 18], "model_dir": 8, "load_model": [8, 11], "were": [8, 12, 14, 15, 16, 17, 18, 19], "Then": [8, 9, 10, 12, 17], "writ": [], "perhap": [8, 18], "setup": 8, "doexport": 8, "out_image_bas": 8, "kernel_buff": 8, "until": [8, 11, 17], "coordin": [8, 10, 14, 19], "maxpixel": 8, "1e10": 8, "formatopt": 8, "patchdimens": 8, "kernels": 8, "compress": 8, "maxfiles": 8, "104857600": 8, "sleep": 8, "dopredict": 8, "upload": 8, "fileslist": 8, "exportfileslist": 8, "mixer": 8, "imagefileslist": 8, "jsonfil": 8, "endswith": 8, "elif": [8, 11, 14], "out_json_bas": [], "sure": [2, 6, 9, 10, 13, 14], "sort": [8, 10], "jsontext": 8, "newlin": [], "slist": [], "nlstr": 8, "totalpatch": 8, "x_buffer": 8, "y_buffer": 8, "buffered_shap": 8, "imagecolumn": 8, "imagefeaturesdict": 8, "parse_imag": 8, "totupleimag": 8, "imagedataset": 8, "imagedataset1": [], "t_image_arrai": [], "t_image_array_blu": [], "t_image_array_green": [], "t_image_array_r": [], "255": [10, 11, 12, 14, 18], "astyp": [10, 12, 13], "imsav": [8, 12], "patch_test_": 8, "predictionpatch": 8, "p_image_arrai": 8, "patch_pred_": 8, "out_image_fil": [], "writer": [], "tfrecordwrit": [], "float_list": [], "floatlist": [], "serializetostr": [], "On": [8, 19], "didn": 8, "ceil": [8, 11, 14], "caution": 8, "techniqu": [8, 18, 21], "issu": [8, 10, 14, 15, 16, 17], "buffer": [8, 18], "128x128": 8, "clip": 8, "central": 8, "lima_image_bas": 8, "fcnn_demo_lima_384_": 8, "half": 8, "extend": [0, 8], "lima_kernel_buff": 8, "133581": 8, "164808": 8, "76": [8, 18], "876993": 8, "93859": 8, "lima_region": 8, "index": [6, 8, 10, 11, 18, 21], "ax0": 8, "ax1": 8, "subplot": [6, 8, 10, 11, 12, 13, 14, 18], "sharei": [], "sharex": [], "index_random": 8, "set_xlabel": [], "set_fonts": 8, "image_test": 8, "big": [9, 10, 17], "amazon": 9, "web": 9, "microsoft": [9, 19], "azur": 9, "warehous": 9, "popular": [9, 11, 12, 15, 16, 17, 19], "climat": 9, "weather": 9, "archiv": 9, "rent": 9, "graphic": 9, "10x": 9, "1000x": 9, "aw": 9, "spin": 9, "manag": 9, "server": 9, "lifecycl": 9, "shut": 9, "off": [6, 9, 11, 12, 14, 18, 19], "serverless": 9, "demand": [9, 15, 16, 17], "driven": 9, "pai": 9, "fastmetr": 9, "blog": [9, 17, 19], "tech": 9, "intens": [8, 9, 19], "reli": [7, 9], "minut": [8, 9, 10], "hour": [9, 10, 15, 16], "dai": [9, 11, 15, 16, 19], "easiest": [9, 12], "reproduc": 9, "fault": 9, "toler": 9, "analyt": [0, 9], "particularli": [2, 8, 9, 11, 14, 19], "infrastructur": [9, 19], "iaa": 9, "vm": [9, 10], "suitabl": [0, 9], "provis": 9, "ram": [9, 17], "checkpoint": [9, 18], "nearlin": 9, "coldlin": 9, "cost": [9, 14, 15, 16, 19], "receptacl": 9, "purpos": [9, 10, 11, 12, 14, 18], "notifi": 9, "place": 9, "js": 9, "rubi": 9, "php": 9, "container": [9, 17, 19], "compris": 9, "languag": [0, 7, 9, 17, 18, 21], "iam": 9, "secur": [9, 10, 11, 13], "sensit": 9, "crucial": [9, 18], "customiz": 9, "kubernet": 9, "gke": 9, "microservic": 9, "scikit": [9, 11, 13, 14], "xgboost": 9, "onlin": 9, "preexist": 9, "acca": 9, "team": [9, 12, 14, 17, 19], "prefer": [9, 10, 13], "payment": 9, "credit": [9, 19], "partnership": 9, "affili": 9, "walk": [9, 12, 18, 19], "mainli": [9, 15, 16, 18], "landslid": 9, "live": [9, 19], "scene": [9, 14, 17], "relev": [0, 9, 10, 14, 17, 18], "water": [9, 12], "slope": 9, "segment": [8, 9, 15, 16], "extent": [9, 14, 15, 16, 17, 19], "damag": [9, 18], "gi": 9, "databas": 9, "hook": 9, "architectur": [4, 9, 11, 12, 18], "sn": 9, "trigger": [9, 12], "primarili": [9, 14, 15, 16], "histor": [9, 10], "orchestr": 9, "chip": 9, "georeferenc": 9, "postgi": 9, "sql": 9, "tifeatur": 9, "frontend": 9, "notabl": [9, 15, 16, 17], "idl": 9, "infrastractur": 9, "plan": [9, 14], "gcp_pulumi_stack": 9, "nowadai": 9, "churn": 9, "cheap": 9, "hungri": 9, "anywher": 9, "painless": 9, "yourself": 9, "even": [9, 10, 14, 15, 16, 17], "pro": [9, 12], "exert": 9, "fine": [9, 10, 15, 16, 17, 19], "grain": 9, "public": [9, 12, 19], "docker": 9, "environ": [7, 9, 11, 12, 14, 21], "backend": [2, 4, 8, 9, 11, 12, 14], "collabor": 9, "t4": [8, 9], "gcpvm": 9, "readm": 9, "md": 9, "lab": [9, 10, 14], "vscode": 9, "sdk": 9, "haven": 9, "offici": [9, 12], "websit": 9, "doc": [9, 13, 18, 21], "bashrc": 9, "zshrc": 9, "prompt": [9, 17], "init": [9, 10], "login": 9, "browser": 9, "author": [9, 11, 15, 16, 18, 21], "ask": 9, "confirm": 9, "hashicorp": 9, "quickstart": 9, "repositori": 9, "todo": [], "consol": 9, "googleapi": [9, 18], "overview": 9, "161564225007": 9, "destroi": 9, "persist": [9, 17], "expesn": 9, "dollar": 9, "ip": 9, "wifi": 9, "etc": [9, 19], "varieti": [9, 14, 17, 18], "attent": [9, 19], "scratch": [9, 14, 17], "quota": 9, "admin": 9, "filter": [9, 11, 15, 16], "submit": 9, "wait": [8, 9, 11, 12, 14], "email": 9, "hello": 9, "approv": 9, "accord": [9, 11, 13], "gpus_all_region": 9, "visibl": 9, "tfvar": 9, "n1": 9, "stackoverflow": 9, "53968149": 9, "nvidia": [9, 12], "tesla": 9, "zone": [9, 14], "europ": 9, "west4": 9, "equal": [9, 15, 16], "southamerica": 9, "old": 9, "asia": 9, "north": [9, 11], "america": [0, 9, 12], "west": 9, "east": 9, "makefil": 9, "sync": 9, "syncup": 9, "ssh": 9, "path_ssh_kei": 9, "o": [9, 10, 18], "identitiesonli": 9, "ye": 9, "vm_conn": 9, "p": [6, 9, 12, 14, 15, 16], "remote_dir": 9, "rsync": 9, "avz": 9, "exclud": [6, 9], "git": [9, 11, 13], "gitignor": 9, "shell": 9, "echo": 9, "tr": 9, "syncdown": 9, "vm_name_zon": 9, "port": [7, 9], "l": [9, 15, 16, 17], "8888": 9, "localhost": 9, "6006": 9, "8787": 9, "redeploi": 9, "infra": 9, "semant": [], "grid": [10, 11, 13, 14, 18], "minmaxscal": 10, "mpimg": [10, 11], "cv2": 10, "default_tim": [], "timer": [], "tqdm": [10, 11], "hopefulli": [10, 11, 14], "tensorflow_vers": 10, "device_nam": [10, 11, 14], "gpu_device_nam": [10, 11, 14], "rais": [10, 11, 12, 14], "systemerror": [10, 11, 14], "dlr_fusion_competition_germani": 10, "dlr_fusion_competition_germany_train_source_planet": 10, "dlr_fusion_competition_germany_train_source_planet_5dai": 10, "dlr_fusion_competition_germany_train_source_sentinel_1": 10, "dlr_fusion_competition_germany_train_source_sentinel_2": 10, "dlr_fusion_competition_germany_test_source_planet": 10, "dlr_fusion_competition_germany_test_source_planet_5dai": 10, "dlr_fusion_competition_germany_test_source_sentinel_1": 10, "dlr_fusion_competition_germany_test_source_sentinel_2": 10, "dlr_fusion_competition_germany_train_label": [10, 11], "dlr_fusion_competition_germany_test_label": 10, "esa": [10, 11, 13], "food": [10, 11, 13], "crops_gt_brandenburg_doc": [10, 11, 13], "pdf": [10, 11, 12, 13], "wheat": [10, 11, 13, 14], "rye": [10, 11, 13, 14], "barlei": [10, 11, 13, 14], "oat": [10, 11, 13, 14], "corn": [10, 11, 13, 14], "oil": [10, 11, 13, 14], "meadow": [10, 11, 13, 14], "forag": [10, 11, 13, 14], "lulc_class": [10, 11, 13], "labels_geo": 10, "dlr_fusion_competition_germany_train_labels_33n_18e_242n": [10, 11], "crop_id": [10, 11], "helper": 10, "planet": [10, 11, 14], "fusion": [11, 13], "8681": [10, 11], "raster_read": 10, "raster_dir": 10, "rgbn": 10, "sr": 10, "rgbn_src": 10, "target_cr": 10, "cr": 10, "rgbn_norm": 10, "norm_minmax": 10, "rgbn_norm_out": 10, "sr_byte_sc": 10, "8bit": 10, "wdrvi": 10, "dynam": 10, "veget": 10, "ndvi": 10, "si": 10, "shadow": 10, "indexnormstack": 10, "nir": 10, "wdrvicalc": 10, "npcricalc": 10, "npcri": 10, "ndvicalc": 10, "1e": [10, 18], "sicalc": 10, "expo": 10, "norm": [10, 15, 16, 17], "arr": 10, "scaler": 10, "feature_rang": 10, "arr_norm": 10, "reconstruct": 10, "inverse_transform": 10, "ndi": 10, "index_stack": 10, "bandstack": 10, "bright": 10, "change_bright": 10, "img": [10, 11, 14], "hsv": 10, "cvtcolor": 10, "color_bgr2hsv": 10, "h": [10, 11, 14, 17], "final_hsv": 10, "color_hsv2bgr": 10, "invalid": 10, "grayscal": 10, "geo_1": 10, "overwrit": [10, 18], "geo": [10, 19], "labels_src": 10, "geo_0": 10, "is_valid": 10, "reproject": 10, "landcover_int": 10, "shapes_0": 10, "geom": 10, "shapes_1": 10, "labels_src_prf": 10, "profil": [10, 12], "blank": [10, 11], "burn": [10, 19], "out_shap": 10, "fill": [10, 19], "all_touch": 10, "save_imag": 10, "rgb_norm": 10, "rgb_src": 10, "stack_comput": 10, "stack_t": 10, "stack_out": 10, "indices_comput": 10, "index_stack_t": 10, "index_stack_out": 10, "labels_out": 10, "written": 10, "224x224": 10, "output_dir": [10, 11], "brighten": [10, 14], "tiles_dir": 10, "img_dir": [10, 11, 14], "stacks_brighten": [10, 11, 13, 14], "label_dir": [10, 11, 14], "get_til": 10, "nol": 10, "nrow": 10, "offset": [10, 11, 18], "big_window": 10, "col_off": 10, "row_off": 10, "yield": [10, 15, 16], "tile_width": 10, "tile_height": 10, "inpath": 10, "outpath": 10, "unlik": [10, 17, 18, 19], "jpg": 10, "outfil": 10, "tile_": 10, "s_": 10, "outd": 10, "imw": 10, "imwb": 10, "50": [10, 11, 18], "process_til": 10, "index_flag": 10, "9888": 10, "incur": 10, "timeout": 10, "latenc": 10, "affect": [0, 8, 10, 12, 17, 18], "ssd": 10, "solv": [8, 10, 15, 16], "train_images_dir": 10, "scandir": 10, "is_dir": [10, 12], "raster_out_dir": 10, "person": [8, 10, 18], "write_out": 10, "train_image_dir": 10, "cc_stack": 10, "geotiff": [6, 10, 21], "stack_fil": 10, "index_stack_fil": 10, "labels_fil": 10, "224": [10, 11, 12, 14, 18], "background_list_train": [10, 11, 13], "txt": [10, 11, 13], "train_list_clean": [10, 11, 13], "get_train_test_list": [10, 11], "imdir": [10, 11], "lbldir": [10, 11], "dset_list": [10, 11], "x_filenam": [10, 11], "y_filenam": [10, 11], "img_id": [10, 11], "train_list": [10, 11], "x_train_filenam": [10, 11, 14], "y_train_filenam": [10, 11, 14], "proport": [10, 11], "strip": [10, 11], "imbal": [10, 11, 14], "background_remov": [10, 11], "90": [10, 11, 18], "commun": [10, 11, 12, 17], "x_val_filenam": [10, 11, 14], "y_val_filenam": [10, 11, 14], "42": [10, 11], "x_test_filenam": [10, 11, 14], "y_test_filenam": [10, 11, 14], "33": [10, 11, 12, 18], "num_train_exampl": [10, 11, 14], "num_val_exampl": [10, 11, 14], "num_test_exampl": [10, 11, 14], "partit": [6, 10, 11, 18], "due": [10, 12, 14, 15, 16, 17], "slow": [2, 8, 10], "vals_train": [10, 11], "vals_val": [10, 11], "vals_test": [10, 11], "get_vals_in_partit": [10, 11], "partition_list": [10, 11], "sublist": [10, 11], "foreground": [10, 11, 14], "display_num": [10, 11], "foreground_list_x": [10, 11], "foreground_list_i": [10, 11], "num_foreground_exampl": [10, 11], "randoml": [10, 11], "r_choic": [10, 11], "img_num": [10, 11], "x_pathnam": [10, 11], "y_pathnam": [10, 11], "imread": [10, 11, 13, 14], "example_label": [10, 11], "label_v": [10, 11], "suptitl": [10, 11], "catch": 11, "germani": [0, 11, 13], "unet": [11, 14], "biomed": 11, "olaf": 11, "categor": 11, "judg": 11, "exploratori": 11, "pipelin": [0, 6, 10, 11, 14], "audienc": [11, 13, 14], "post": [11, 13, 14], "gear": [11, 13, 14, 18], "toward": [11, 13, 14, 15, 16, 17, 18], "who": [11, 13, 14], "comfort": [11, 13, 14], "60": [11, 13, 14], "120": [11, 13, 14, 15, 16], "github": [11, 13, 19, 21], "nightli": [6, 11, 14], "addon": [], "segmentation_model": [11, 14], "pretrain": [10, 11, 14, 17, 18, 19], "iou": [11, 19], "tensorflow_addon": [], "tfa": [], "vis_util": [], "tensorflow_exampl": 11, "pix2pix": 11, "iou_scor": [11, 14], "tf_explain": 11, "activations_visu": 11, "activationsvisualizationcallback": 11, "disable_progress_bar": [11, 14], "focal_loss": [11, 14], "sparsecategoricalfocalloss": [11, 14], "confusion_matrix": 13, "f1_score": 13, "skimag": [11, 12, 13, 14], "skio": [11, 13, 14], "img_shap": [11, 14], "_process_pathnam": [11, 14], "fname": [11, 14], "pathnam": [11, 14], "img_str": [11, 14], "decode_png": [11, 12, 14], "label_img_str": [11, 14], "num_fram": [11, 14], "label_img": [11, 14], "expand_dim": [11, 12, 14, 18], "horizont": [11, 14, 18], "flip_img_h": 11, "horizontal_flip": 11, "tr_img": 11, "flip_prob": 11, "cond": 11, "flip_left_right": 11, "vertic": [8, 11], "flip_img_v": 11, "vertical_flip": 11, "flip_up_down": 11, "_augment": [11, 14], "resiz": [11, 12, 14, 19], "rescal": [10, 11, 19], "print_tensor": 11, "tie": [11, 14], "four": [11, 13, 14], "get_baseline_dataset": [11, 14], "preproc_fn": 11, "partial": [11, 14], "thread": [11, 14], "num_x": [11, 14], "advantag": [0, 11, 14, 15, 16, 17, 19, 21], "multithread": [11, 14], "keyword": 11, "assert": 11, "tr_cfg": 11, "tr_preprocessing_fn": 11, "val_cfg": 11, "val_preprocessing_fn": 11, "test_cfg": 11, "test_preprocessing_fn": 11, "train_d": [11, 12, 14], "val_d": [11, 12, 14], "test_d": [11, 12], "temp_d": 11, "examin": 11, "next_el": 11, "get_next": 11, "batch_of_img": 11, "sample_imag": [11, 12, 14], "sample_mask": [11, 12, 14], "display_list": [6, 11, 12, 14], "array_to_img": [6, 11, 12, 14], "reset": 11, "forground": 11, "modifi": [11, 18, 21], "robust": [11, 12, 17, 18], "mobilenetv2": [11, 14, 18], "whose": 11, "sarakon": 11, "2019": 11, "nine": 11, "output_channel": [11, 13], "necessit": [], "transfer": 14, "base_model": [11, 18], "include_top": [11, 18], "layer_nam": 11, "block_1_expand_relu": [11, 18], "block_3_expand_relu": [11, 18], "block_6_expand_relu": [11, 18], "block_13_expand_relu": [11, 18], "block_16_project": [11, 18], "get_lay": 11, "down_stack": 11, "sandler": 11, "2018": 11, "decreas": 11, "equat": 11, "longer": [0, 8, 11, 19], "2x": 11, "up_stack": 11, "unet_model": 11, "first_lay": 11, "concat": 11, "last_lay": 11, "emphas": 11, "dampen": 11, "create_mask": [11, 12, 14], "output_shap": 11, "inv_freq": 11, "value_count": 11, "class_weight": 11, "normalizedata": 11, "class_weights_list": 11, "scaled_class_weight": 11, "scaled_class_weights_list": 11, "gamma": [11, 14], "focus": [0, 11, 14, 21], "domin": [11, 17], "empir": 11, "lin": [11, 17, 19], "00001": [11, 14], "un": 11, "pred_mask": [11, 12, 14], "newaxi": [11, 13, 14], "show_predict": [11, 12, 14], "num": [11, 12, 14], "tile_dlr_fusion_competition_germany_train_source_planet_5day_33n_18e_242n_2018_05_28_811": [11, 14], "mp": [11, 14], "mpe": [11, 14], "eval": [11, 14], "accomplish": 11, "displaycallback": [11, 12, 14], "on_epoch_end": [11, 12, 14], "nsampl": [11, 12, 14], "dedic": 11, "load_ext": 11, "log_dir": 11, "log_fit_dir": 11, "log_fit_session_dir": 11, "strftime": 11, "visualizations_dir": 11, "vizual": 11, "visualizations_session_dir": 11, "fresh": 11, "rmtree": 11, "tensorboard_callback": 11, "histogram_freq": 11, "write_graph": 11, "image_v": 11, "layers_nam": 11, "overfit": [11, 15, 16, 18], "ve": [11, 14, 17, 18, 19], "pure": [11, 15, 16], "preview": 11, "alarm": 11, "model_histori": [11, 14], "bo": [11, 14], "ylim": [11, 14, 18], "logdir": 11, "histogram": 11, "dashboard": 11, "bar": 11, "track": 11, "shown": [11, 15, 16, 17, 19], "correctli": [10, 11, 13], "verifi": 11, "_nopretrain_focalloss": 11, "kept": 11, "achiev": [11, 15, 16, 17, 18, 19], "rea": 11, "donli": 11, "weren": 11, "abl": [2, 10, 11, 12, 14, 19], "load_from_checkpoint": 11, "custom_object": 11, "inferenc": 11, "get_predict": 11, "valueerror": 11, "predicit": 11, "tiled_prediction_dir": 11, "predictions_test_focal_loss": 11, "pred_path": 11, "true_mask": 11, "mask_int": 11, "27th": 11, "save_img": 11, "cut": [11, 14], "extra": [6, 11], "path_df": [11, 13], "img_nam": [11, 14], "label_nam": [11, 13, 14], "pred_nam": [11, 13], "test_file_path": [11, 13, 14], "train_file_path": [11, 14], "validate_file_path": [11, 14], "variant": [12, 19], "geosptial": 12, "mix": [12, 14, 19], "hierarch": [12, 17], "lightweight": [12, 19], "mlp": [12, 17], "led": [12, 17], "publicli": 12, "turori": [], "tensorflow_io": 12, "tiffil": [], "tfio": 12, "tfsegformerforsemanticsegment": 12, "landcovernet": [0, 12], "south": [0, 11, 12], "tremend": 12, "encourag": 12, "ref_landcovernet_sa_v1": 12, "ref_landcovernet_sa_v1_source_sentinel_2": [], "ref_landcovernet_sa_v1_source_sentinel_1": [], "ref_landcovernet_sa_v1_source_landsat_8": 12, "ref_landcovernet_sa_v1_label": 12, "df": 12, "512x512": 12, "deviat": [10, 12, 15, 16], "autotun": [12, 18], "image_s": 12, "485": 12, "456": 12, "406": 12, "std": 12, "229": 12, "225": 12, "subdirectori": 12, "subdir": 12, "iterdir": 12, "34229": 12, "compile_dataset": 12, "impath": 12, "dataset_split": 12, "ref_landcovernet_sa_v1_rgb_images_fl_png_": [], "ref_landcovernet_sa_v1_label_images_png_": [], "b04": 12, "b03": 12, "b02": 12, "999": 12, "rgb_im": 12, "fromarrai": 12, "im_id": 12, "ref_landcovernet_sa_v1_rgb_images_": [], "maskpath": 12, "source_landsat_8": 12, "mask_fil": 12, "mask_imag": 12, "ref_landcovernet_sa_v1_label_images_t_": [], "1000": 12, "part_str": 12, "part_start": 12, "part_end": 12, "1001": 12, "1201": 12, "1202": 12, "2202": 12, "prefetch": [12, 14, 18], "input_imag": 12, "convert_image_dtyp": 12, "epsilon": 12, "image_fil": 12, "decode_tiff": 12, "input_mask": 12, "nearest": [12, 13], "antialia": 12, "reshaped_input_mask": 12, "pixel_valu": 12, "train_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_train": [], "train_label": 12, "ref_landcovernet_sa_v1_label_images_t_train": [], "val_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_v": [], "val_label": 12, "ref_landcovernet_sa_v1_label_images_t_v": [], "test_imag": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_test": [], "test_label": 12, "ref_landcovernet_sa_v1_label_images_t_test": [], "element_spec": [12, 18], "nice": 12, "mit": [12, 18], "b0": 12, "vato": [], "smallest": 12, "suffic": [12, 14], "model_checkpoint": 12, "landcovernet_sa": 12, "id2label": 12, "artificial_bare_ground": 12, "natural_bare_ground": 12, "permanent_snow_ic": 12, "woody_veget": 12, "cultivated_veget": 12, "semi_natural_veget": 12, "label2id": 12, "num_label": 12, "from_pretrain": 12, "ignore_mismatched_s": 12, "finetun": [12, 18], "schema": 12, "whilst": 12, "Of": [12, 18, 19], "dataclass": 12, "pilot": 12, "__init__": 12, "super": 12, "0s": 12, "217m": [], "174m": [], "305m": [], "116m": [], "122m": [], "105m": [], "108m": [], "127m": [], "123m": 12, "113m": [], "brief": 12, "hub": 12, "push_to_hub": 12, "usernam": 12, "awesom": 12, "push": 12, "pushtohubcallback": 12, "confid": [13, 19], "incorrectli": 13, "succinct": 13, "summarr": 13, "fall": [4, 13], "sci": [13, 21], "kit": [13, 21], "recal": [13, 15, 16], "lighter": 13, "read_csv": [13, 14], "pred": 13, "label_arr_lst": 13, "pred_arr_lst": 13, "corrupt": [13, 18], "pred_arr_lst_valid": 13, "label_arr_lst_valid": 13, "th": 13, "incorrect": [13, 14, 19], "flat_pr": 13, "flat_truth": 13, "cm": 13, "confusionmatrixdisplai": 13, "from_predict": 13, "inlin": 13, "im": [8, 13], "interpol": 13, "cmap": [8, 13], "colorbar": [8, 13], "tick": 13, "xtick": [13, 14], "arang": 13, "ytick": [13, 14], "entri": 13, "xticklabel": 13, "yticklabel": 13, "align": [13, 19], "setp": 13, "get_xticklabel": 13, "45": 13, "rotation_mod": 13, "anchor": 13, "annot": [13, 17], "fmt": 13, "2f": [13, 18], "thresh": 13, "j": [13, 15, 16, 17], "va": 13, "white": 13, "black": 13, "tight_layout": [8, 13, 14], "h_pad": 13, "w_pad": 13, "set_ylim": 13, "averag": [8, 13, 15, 16, 18], "macro": 13, "underperform": [14, 17], "maxim": 14, "happi": 14, "report": [8, 14, 18], "hoorai": 14, "diagnos": 14, "impact": [6, 14, 15, 16, 18], "overal": [14, 19], "difficulti": [14, 17], "mismatch": 14, "date": [10, 11, 14, 17], "boundari": [14, 17, 18, 19], "suffici": 14, "hierarchi": 14, "mobilenet": [14, 18], "backbon": [11, 14], "flood": 14, "sundarban": 14, "nation": 14, "park": 14, "india": 14, "ae39dbf2929": 14, "mangrov": 14, "river": [6, 14, 18], "dfferent": 14, "lump": 14, "holist": 14, "priorit": [14, 19], "ignor": [14, 17], "microscal": 14, "slightli": 14, "canopi": 14, "idea": [14, 18], "alwai": [10, 14, 17, 18], "ideal": 14, "speci": 14, "natur": [0, 8, 14, 17, 18, 19], "tree": 14, "phrase": 14, "procur": 14, "accomod": 14, "groundtruth": 14, "timestamp": 14, "eus": 14, "incorpor": [14, 17], "josm": 14, "street": [14, 17], "editor": 14, "lulc": 14, "platform": [14, 19], "snap": 14, "tandem": 14, "gif": 14, "finish": [8, 14], "aoi": 14, "review": 14, "supervisor": 14, "ahead": [10, 14], "tell": 14, "estiamt": 14, "individiu": 14, "thought": 14, "delin": [14, 17], "oftentim": 14, "megapizxel": 14, "undersampl": 14, "lead": [14, 15, 16], "marin": [14, 19], "debri": 14, "plastic": 14, "pollut": 14, "ocean": [14, 19], "coastlin": 14, "overhelm": 14, "geoloc": 14, "represnet": 14, "sampel": 14, "magnifi": [14, 15, 16], "librair": 14, "albument": [11, 14], "sm": 14, "bce_jaccard_loss": [], "blur": 14, "horizontalflip": 14, "verticalflip": 14, "channelshuffl": 14, "validate_df": 14, "hundr": [14, 15, 16], "valuabl": 14, "plu": [14, 19, 21], "highlight": 14, "did": [8, 14, 15, 16], "episod": 14, "veritc": 14, "40": [8, 14], "blur_limit": 14, "aug_fn": 14, "img_siz": 14, "aug_data": 14, "aug_img": 14, "numpy_funct": 14, "func": 14, "inp": 14, "tout": 14, "whenev": 14, "view_imag": 14, "add_subplot": 14, "boom": 14, "ey": 14, "aggress": 14, "downlaod": 14, "set_framework": 14, "encoder_weight": 14, "imagenet": [14, 15, 16, 17, 18], "lilliann": 21, "ryan": 21, "averi": 21, "materi": 21, "expertis": 21, "vi": 21, "acquisit": 21, "developmentse": [17, 19, 21], "reader": 21, "enjoi": 21, "topic": 21, "rocket": 21, "screen": 21, "launch": 21, "page": 21, "virtual": 21, "regist": 21, "executablebookproject": 21, "isbn": 21, "tbd": 21, "ref_landcovernet_sa_v1_rgb_images_png_": [], "ref_landcovernet_sa_v1_rgb_images_png_512_": 12, "ref_landcovernet_sa_v1_label_images_png_512_": 12, "resized_rgb_imag": 12, "preserve_rang": 12, "anti_alias": 12, "ref_landcovernet_sa_v1_rgb_images_fl_t_": 12, "resized_mask_imag": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_train": 12, "ref_landcovernet_sa_v1_label_images_png_512_train": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_v": 12, "ref_landcovernet_sa_v1_label_images_png_512_v": 12, "ref_landcovernet_sa_v1_rgb_images_png_512_test": 12, "ref_landcovernet_sa_v1_label_images_png_512_test": 12, "ade20k": 12, "newer": 12, "eas": 12, "candid": 12, "sm_framework": [11, 14], "usr": [11, 12], "lib": [11, 12], "python3": [6, 11, 12], "dist": [11, 12], "2023": [4, 17, 19], "32m5": [], "31m21": [], "32m612": [], "612": [], "31m7": 12, "32m50": [], "31m2": 18, "31merror": 12, "satisfi": [], "0rc0": [], "0rc1": [], "0rc2": [], "0rc3": [], "1rc0": [], "1rc1": [], "_batchdataset": [], "30m": [], "99": [], "147m": [], "8476": 18, "1405": [], "1068": [], "8824": [], "1223": [], "val_iou_scor": [], "1480": [], "industri": [6, 18], "pastur": [6, 18], "annualcrop": [6, 18], "permanentcrop": [6, 18], "highwai": [6, 18], "herbaceousveget": [6, 18], "residenti": [6, 18], "sealak": [6, 18], "ds_info": [6, 18], "with_info": [6, 18], "val_dataset": 6, "val_image_arrai": 6, "val_label_integ": 6, "x_val": 6, "y_val": 6, "18900": [6, 18], "5670": [6, 18], "2430": [6, 18], "show_exampl": [6, 18], "sequential_5": 6, "flatten_2": 6, "dense_4": 6, "dropout_2": 6, "dense_5": 6, "class_str": 6, "sound": 6, "mark": [15, 16, 17], "nonlinear": [15, 16], "tanh": [15, 16], "though": [15, 16, 17], "rectifi": [15, 16], "vanish": [15, 16, 17], "gradient": [8, 15, 16, 17, 18], "despit": [15, 16, 17, 18], "innov": [15, 16], "lack": [15, 16, 17], "compat": [15, 16], "svm": [15, 16], "competit": [15, 16, 19], "d2l": [0, 15, 16, 17], "cc": [15, 16, 17], "BY": [15, 16, 17], "sa": [15, 16, 17], "breakout": [15, 16], "moment": [15, 16], "significantli": [15, 16], "outperform": [15, 16, 17, 19], "lower": [0, 8, 15, 16, 17, 18, 19], "runner": [15, 16], "recognit": [0, 15, 16, 17], "primari": [0, 15, 16, 17], "takeawai": [15, 16], "tend": [15, 16], "feasibl": [15, 16], "million": [15, 16, 17, 18], "undeni": [15, 16], "evidenc": [15, 16], "citat": [15, 16], "000": [12, 15, 16], "scholar": [15, 16], "arch": [15, 16], "learnopencv": [15, 16], "filterimag": [15, 16], "1x1": [15, 16], "perceptron": [0, 15, 16], "fewer": [0, 15, 16, 18, 19], "linearli": [8, 15, 16], "solut": [15, 16], "logarithm": [15, 16], "3x3": [15, 16, 19], "burden": [15, 16, 17], "5x5": [15, 16], "narrow": [0, 15, 16], "stem": [15, 16, 17], "intric": [15, 16, 17], "modern": [15, 16], "todai": [15, 16], "star": [15, 16], "branch": [15, 16], "implicitli": [15, 16], "alloc": [15, 16], "statement": [15, 16], "budget": [15, 16], "academ": [15, 16], "curios": [15, 16], "put": [15, 16, 18], "world": [15, 16, 19], "resembl": [15, 16], "preval": [15, 16], "suscept": [15, 16], "tackl": [15, 16, 17], "quadrat": [15, 16, 17], "interestingli": [15, 16], "possess": [15, 16], "broader": [15, 16], "trend": [15, 16, 17], "week": [15, 16], "intract": [15, 16], "grade": [15, 16], "had": [10, 15, 16], "minifi": [15, 16], "magnitud": [0, 15, 16, 17], "covari": [15, 16], "drift": [15, 16], "inaccuraci": [15, 16], "minibatch": [15, 16], "ber": [15, 16], "stabil": [10, 15, 16], "residu": [12, 15, 16, 17, 19], "investig": [8, 15, 16, 17], "guarante": [15, 16], "sought": [15, 16], "desir": [15, 16], "quickli": [15, 16, 17, 18, 19], "resenet": [15, 16], "152": [15, 16], "bottou": [15, 16], "bengio": [15, 16], "haffner": [15, 16], "sutskev": [15, 16], "hinton": [15, 16], "chen": [15, 16], "yan": [15, 16], "liu": [15, 16, 17], "jia": [15, 16], "sermanet": [15, 16], "reed": [15, 16], "anguelov": [15, 16], "rabinovich": [15, 16], "zhang": [15, 16, 17, 19], "ren": [15, 16], "sun": [8, 15, 16], "tfx_dependency_selector": 6, "pypi": 6, "tensorflow_data_valid": 6, "conveni": 6, "accompani": 6, "show_statist": 6, "unstabl": 6, "circumst": 6, "trian": 17, "deploi": [0, 17, 19], "excel": 17, "recurr": 17, "tailor": 17, "hidden": [17, 18], "outcom": [0, 17], "letter": [0, 17], "dog": 17, "ben": 17, "khuong": 17, "embodi": 17, "predecessor": 17, "substanti": [17, 18], "farther": 17, "grappl": 17, "explod": 17, "remedi": 17, "lstm": [0, 17], "craft": 17, "combat": 17, "delv": 17, "shortli": 17, "empow": 17, "relai": 17, "steer": 17, "gate": 17, "mitig": 17, "distant": 17, "past": 17, "forget": 17, "bi": 17, "2011": 17, "soon": [4, 17, 18], "dethron": 17, "intrins": [8, 17], "favor": [12, 17, 19], "sizabl": 17, "overcom": 17, "shortcom": 17, "decad": 17, "reign": 17, "methodolog": 17, "usher": 17, "era": 17, "colleagu": 17, "transduct": 17, "surpass": 17, "x1": 17, "x2": 17, "shorter": 17, "But": [0, 10, 17], "googlenet": 17, "2014": 17, "vison": [12, 17], "vit": [17, 19], "greatli": 17, "resnet": [12, 17, 19], "16x16": 17, "assumpt": [0, 17], "swin": [12, 17], "classfic": 17, "recent": [0, 4, 12, 17, 19], "navit": 17, "dehghani": 17, "constraint": [0, 17, 19], "transferr": 17, "convmix": 17, "huggingfac": [12, 17], "co": [12, 17], "focu": [17, 18], "effort": [0, 11, 17], "speech": [0, 17], "dispar": 17, "photograph": 17, "sensor": [17, 19], "march": 17, "sam": 17, "coco": [17, 19], "drop": [2, 17], "fly": [10, 17], "geoai": 17, "remark": 17, "assist": 17, "medic": 17, "strong": [17, 19], "announc": [4, 17], "06": 17, "08": 17, "awar": [8, 17, 19], "tinycd": [17, 19], "shazeer": 17, "parmar": 17, "uszkoreit": 17, "jone": 17, "gomez": 17, "polosukhin": 17, "ii": 17, "beyer": 17, "kolesnikov": 17, "weissenborn": 17, "zhai": 17, "unterthin": 17, "iii": 17, "cao": 17, "hu": 17, "wei": 17, "guo": 17, "proceed": 17, "ieee": 17, "cvf": 17, "pp": 17, "10012": 17, "10022": 17, "iv": 17, "mustafa": 17, "djolonga": 17, "heek": 17, "minder": 17, "caron": 17, "houlsbi": 17, "pack": 17, "arxiv": [17, 19], "preprint": [17, 19], "2307": 17, "06304": 17, "hyperparamat": 18, "character": [0, 18], "generaliz": [11, 18], "grasp": 18, "behind": 18, "strategi": [10, 18], "unfreez": 18, "blend": 18, "jointli": 18, "situat": 18, "somewhat": [8, 11, 18], "tranfer": 18, "revisit": [0, 8, 18], "validation_dataset": 18, "4725": 18, "1418": 18, "608": 18, "convert_dataset": [6, 18], "int64": 18, "blockag": 18, "realist": 18, "data_augment": 18, "randomflip": 18, "randomrot": 18, "first_imag": 18, "augmented_imag": 18, "preprocess_input": 18, "mobilenet_v2": 18, "arbitrarili": 18, "127": 18, "bottleneck": 18, "inclus": 18, "v2": 18, "undefin": 18, "96": 18, "160": 18, "192": 18, "extractor": [18, 19], "64x64x3": 18, "2x2x1280": 18, "image_batch": 18, "label_batch": 18, "feature_batch": 18, "1280": 18, "precaut": 18, "mobilenetv2_1": 18, "00_224": 18, "__________________________________________________________________________________________________": 18, "input_1": 18, "inputlay": 18, "conv1": 18, "864": 18, "bn_conv1": 18, "conv1_relu": 18, "expanded_conv_depthwis": 18, "288": 18, "wiseconv2d": 18, "expanded_conv_depthwise_bn": 18, "ba": 18, "tchnormal": 18, "expanded_conv_depthwise_relu": 18, "expanded_conv_project": 18, "expanded_conv_project_bn": 18, "batc": 18, "hnormal": 18, "block_1_expand": 18, "1536": 18, "block_1_expand_bn": 18, "384": 18, "izat": 18, "block_1_pad": 18, "zeropadding2d": 18, "block_1_depthwis": 18, "depthwiseco": 18, "nv2d": 18, "block_1_depthwise_bn": 18, "batchnor": 18, "maliz": 18, "block_1_depthwise_relu": 18, "block_1_project": 18, "2304": [18, 19], "block_1_project_bn": 18, "batchnorma": 18, "lizat": 18, "block_2_expand": 18, "144": 18, "3456": 18, "block_2_expand_bn": 18, "576": 18, "block_2_expand_relu": 18, "block_2_depthwis": 18, "1296": 18, "block_2_depthwise_bn": 18, "block_2_depthwise_relu": 18, "block_2_project": 18, "block_2_project_bn": 18, "block_2_add": 18, "block_3_expand": 18, "block_3_expand_bn": 18, "block_3_pad": 18, "block_3_depthwis": 18, "block_3_depthwise_bn": 18, "block_3_depthwise_relu": 18, "block_3_project": 18, "4608": 18, "block_3_project_bn": 18, "block_4_expand": 18, "6144": 18, "block_4_expand_bn": 18, "768": 18, "block_4_expand_relu": 18, "block_4_depthwis": 18, "1728": 18, "block_4_depthwise_bn": 18, "block_4_depthwise_relu": 18, "block_4_project": 18, "block_4_project_bn": 18, "block_4_add": 18, "block_5_expand": 18, "block_5_expand_bn": 18, "block_5_expand_relu": 18, "block_5_depthwis": 18, "block_5_depthwise_bn": 18, "block_5_depthwise_relu": 18, "block_5_project": 18, "block_5_project_bn": 18, "block_5_add": 18, "block_6_expand": 18, "block_6_expand_bn": 18, "block_6_pad": 18, "block_6_depthwis": 18, "block_6_depthwise_bn": 18, "block_6_depthwise_relu": 18, "block_6_project": 18, "block_6_project_bn": 18, "block_7_expand": 18, "24576": 18, "block_7_expand_bn": 18, "block_7_expand_relu": 18, "block_7_depthwis": 18, "block_7_depthwise_bn": 18, "block_7_depthwise_relu": 18, "block_7_project": 18, "block_7_project_bn": 18, "block_7_add": 18, "block_8_expand": 18, "block_8_expand_bn": 18, "block_8_expand_relu": 18, "block_8_depthwis": 18, "block_8_depthwise_bn": 18, "block_8_depthwise_relu": 18, "block_8_project": 18, "block_8_project_bn": 18, "block_8_add": 18, "block_9_expand": 18, "block_9_expand_bn": 18, "block_9_expand_relu": 18, "block_9_depthwis": 18, "block_9_depthwise_bn": 18, "block_9_depthwise_relu": 18, "block_9_project": 18, "block_9_project_bn": 18, "block_9_add": 18, "block_10_expand": 18, "block_10_expand_bn": 18, "block_10_expand_relu": 18, "block_10_depthwis": 18, "depthwisec": 18, "onv2d": 18, "block_10_depthwise_bn": 18, "batchno": 18, "rmaliz": 18, "block_10_depthwise_relu": 18, "block_10_project": 18, "36864": 18, "block_10_project_bn": 18, "aliz": 18, "block_11_expand": 18, "55296": 18, "block_11_expand_bn": 18, "block_11_expand_relu": 18, "block_11_depthwis": 18, "5184": 18, "block_11_depthwise_bn": 18, "block_11_depthwise_relu": 18, "block_11_project": 18, "block_11_project_bn": 18, "block_11_add": 18, "block_12_expand": 18, "block_12_expand_bn": 18, "block_12_expand_relu": 18, "block_12_depthwis": 18, "block_12_depthwise_bn": 18, "block_12_depthwise_relu": 18, "block_12_project": 18, "block_12_project_bn": 18, "block_12_add": 18, "block_13_expand": 18, "block_13_expand_bn": 18, "block_13_pad": 18, "block_13_depthwis": 18, "block_13_depthwise_bn": 18, "block_13_depthwise_relu": 18, "block_13_project": 18, "92160": 18, "block_13_project_bn": 18, "640": 18, "block_14_expand": 18, "960": 18, "153600": 18, "block_14_expand_bn": 18, "3840": 18, "block_14_expand_relu": 18, "block_14_depthwis": 18, "8640": 18, "block_14_depthwise_bn": 18, "block_14_depthwise_relu": 18, "block_14_project": 18, "block_14_project_bn": 18, "block_14_add": 18, "block_15_expand": 18, "block_15_expand_bn": 18, "block_15_expand_relu": 18, "block_15_depthwis": 18, "block_15_depthwise_bn": 18, "block_15_depthwise_relu": 18, "block_15_project": 18, "block_15_project_bn": 18, "block_15_add": 18, "block_16_expand": 18, "block_16_expand_bn": 18, "block_16_expand_relu": 18, "block_16_depthwis": 18, "block_16_depthwise_bn": 18, "block_16_depthwise_relu": 18, "320": 18, "307200": 18, "block_16_project_bn": 18, "conv_1": 18, "409600": 18, "conv_1_bn": 18, "5120": 18, "out_relu": 18, "257": [12, 18], "984": 18, "flat": 18, "global_average_lay": 18, "globalaveragepooling2d": 18, "feature_batch_averag": 18, "prediction_lay": 18, "prediction_batch": 18, "base_learning_r": 18, "0001": 18, "input_2": 18, "truediv": 18, "tfoplambda": 18, "tfoplambd": 18, "funct": 18, "2257984": 18, "ional": 18, "global_average_pooling2d": 18, "lobalaveragepooling2d": 18, "12810": 18, "270": 18, "794": 18, "810": 18, "trainable_vari": 18, "initial_epoch": 18, "loss0": 18, "accuracy0": 18, "14m": [], "8733": [], "0952": [], "87": [], "74": 18, "1513": [], "6145": [], "6628": [], "7847": [], "61": [], "13m": [], "6991": [], "7739": [], "5474": [], "8205": [], "69": [], "15m": 18, "6034": [], "8005": [], "4916": [], "8406": [], "79": [], "17m": 18, "5631": [], "8160": [], "4659": [], "8481": [], "80": [], "5366": [], "8241": [], "4368": [], "8547": [], "5233": [], "8285": [], "4215": [], "8616": [], "5209": [], "8296": [], "4303": [], "8593": [], "57": [], "12m": [], "5015": [], "8343": [], "4197": [], "8621": [], "58": 18, "4948": [], "8368": [], "4007": [], "8633": [], "4838": [], "8401": [], "4088": [], "8665": [], "acc": 18, "val_acc": 18, "inact": 18, "minor": 18, "concret": 18, "6s": [], "10m": 18, "4570": [], "8486": [], "8485596776008606": [], "alon": 18, "fuse": 18, "degrad": 18, "harken": 18, "onward": 18, "fine_tune_at": 18, "154": 18, "recompil": 18, "rmsprop": 18, "model_5": [], "input_11": [], "sequential_4": [], "truediv_5": [], "tfoplamb": [], "da": [], "subtract_5": [], "tfoplam": [], "bda": [], "global_average_pooling2d_4": [], "dropout_5": [], "874": 18, "250": 18, "396": 18, "544": 18, "resum": 18, "fine_tune_epoch": 18, "total_epoch": 18, "history_fin": 18, "106": [], "20m": [], "4967": [], "3617": [], "8862": [], "92": [], "19m": [], "3854": [], "8757": [], "2945": [], "9065": [], "3262": [], "8981": [], "2591": [], "9196": [], "3073": [], "9047": [], "2564": [], "9235": 18, "2839": [], "9120": [], "2073": [], "9383": [], "95": [], "2796": [], "9156": [], "2107": [], "9354": [], "2755": [], "9184": [], "2274": [], "9321": [], "21m": [], "2681": [], "9206": [], "2351": [], "9325": [], "2513": [], "9249": [], "2492": [], "9256": [], "2612": [], "9209": [], "2222": [], "9351": [], "2670": [], "9214": [], "2263": [], "9335": [], "counterpart": 18, "abnorm": 18, "9m": 18, "2334": [], "9296": [], "9296296238899231": [], "retriev": [8, 18, 19], "predict_on_batch": 18, "complianc": [7, 18], "law": [7, 18], "agre": [7, 18], "AS": [7, 18], "IS": [7, 12, 18], "warranti": [7, 18], "OR": [7, 18], "OF": [7, 18], "govern": [7, 18], "copyright": 18, "fran\u00e7oi": 18, "chollet": 18, "ignore_copyright": 18, "oss": 18, "herebi": 18, "grant": 18, "charg": 18, "restrict": 18, "publish": [12, 18], "sublicens": 18, "sell": 18, "permit": 18, "whom": 18, "furnish": 18, "notic": [8, 18], "shall": 18, "THE": 18, "BUT": 18, "NOT": [12, 18], "TO": 18, "merchant": 18, "FOR": 18, "AND": 18, "noninfring": 18, "IN": 18, "NO": 18, "holder": 18, "BE": 18, "liabl": 18, "claim": 18, "liabil": 18, "contract": 18, "tort": 18, "aris": 18, "WITH": 18, "regul": 18, "rigor": 18, "peak": 18, "pitfal": 18, "failur": 18, "overkil": 18, "neglig": 18, "modest": [], "plateau": [], "hasn": [], "tuner": 18, "keras_tun": 18, "kt": 18, "mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1": 18, "0_224_no_top": 18, "h5": 18, "9406464": 18, "1s": 18, "0u": 18, "3583": [], "0892": [], "09": [], "102": [], "1777": [], "6038": [], "6880": 18, "7755": [], "7106": [], "7644": [], "5482": [], "8233": 18, "6152": [], "7997": [], "5061": [], "8332": [], "5559": [], "8146": [], "4704": [], "8471": [], "59": [], "5413": [], "8189": [], "4519": [], "8520": [], "5220": [], "8283": [], "4437": [], "8492": [], "5021": [], "8339": [], "4365": [], "8552": [], "5023": [], "8341": [], "4272": [], "8598": [], "73": 18, "4893": [], "8369": [], "4300": [], "8561": [], "4865": [], "8390": [], "4150": [], "8660": [], "modil": 18, "4550": 18, "8543": [], "8543210029602051": [], "builder": 18, "envelop": 18, "constitu": 18, "model_build": 18, "hp": 18, "hp_learning_r": 18, "hyperband": 18, "safeguard": 18, "project_nam": 18, "hold": 18, "rerun": 18, "max_epoch": 18, "exp_hp": [], "halt": 18, "excess": [12, 18], "stop_earli": 18, "earlystop": 18, "patienc": 18, "commenc": 18, "best_hp": 18, "get_best_hyperparamet": 18, "num_trial": 18, "00h": [], "02m": [], "772857129573822": [], "elaps": [], "hypermodel": 18, "acc_per_epoch": 18, "best_epoch": 18, "51": [], "2385": [], "7769": [], "49": 18, "2537": [], "7785": [], "2641": [], "7830": [], "4286": [], "7828": [], "48": [], "4094": [], "7791": [], "2909": [], "7907": [], "5182": [], "4074": [], "7897": [], "11m": 18, "4298": [], "7881": [], "4271": [], "7860": [], "4929": [], "7875": [], "4564": [], "7859": [], "5414": [], "7865": [], "4373": [], "7919": [], "3875": [], "7885": [], "7854": [], "47": 18, "6284": [], "7888": [], "5275": [], "7901": [], "5028": [], "7918": [], "6419": [], "7872": [], "6786": [], "5736": [], "3930": [], "7904": [], "6037": [], "7876": [], "5838": [], "7893": [], "4811": [], "7949": [], "6096": [], "7898": [], "5847": [], "6300": [], "7916": [], "4771": [], "7877": [], "6489": [], "7903": [], "6273": [], "7882": [], "6623": [], "7899": [], "6702": [], "0x794646279030": [], "eval_result": 18, "8m": 18, "7428": [], "8226": [], "7428324222564697": [], "8226337432861328": [], "practition": [0, 18], "gradual": 18, "front": 18, "hybrid": [], "discret": 8, "potenti": [9, 18], "mimic": 0, "spent": 0, "imposs": 0, "intervent": 0, "meet": 0, "inher": 0, "anomali": 0, "special": 0, "simpler": 0, "digit": 0, "physic": 0, "upcom": 0, "compet": [0, 12], "chapter_convolut": 0, "cooper": 0, "attend": [0, 19], "eventu": 0, "display_youtube_video": 0, "prohibit": [2, 8], "spot": [2, 8, 19], "1bww3rv8": 2, "lt9ecb3qdd2d6g9hbaqwmppc": 2, "usp": [2, 8], "1frstn9iq458qqhtw_7rbavsc739ttw9v": [2, 8, 12], "user_outputs_dir": [2, 6, 8, 10, 11, 12, 13, 14, 18], "processed_outputs_dir": [2, 6, 8, 10, 11, 12, 13, 14, 18], "quick": [4, 10], "singular": 4, "tfserv": 4, "presum": 4, "pytorch": [4, 12], "jax": 4, "firstli": 6, "unwarr": 6, "approaxim": 6, "datapipelin": 7, "assembl": 7, "trace": [7, 12], "unintend": 7, "suppos": 8, "earthquak": 8, "soil": 8, "mositur": 8, "logist": 8, "liklihood": 8, "propabl": 8, "appear": 8, "mse": 8, "perfect": 8, "amplifi": 8, "radar": [8, 10], "fengyun": 8, "4a": 8, "geostationari": 8, "precomput": 8, "twice": 8, "share_link": 8, "dice": 8, "intsersect": 8, "union": 8, "hurt": 8, "task_train": 8, "procedur": 8, "task_valid": 8, "gettaskstatu": 8, "check_task_statu": 8, "empti": 8, "cancel": 8, "trainind": 8, "clab": 8, "infrasturctur": 8, "briefli": 8, "writeabl": 8, "get_files_list": 8, "load_json": 8, "save_predict": 8, "get_image_features_dict": 8, "process_dataset": 8, "ran": 8, "comment": [8, 12], "gridspec": 8, "layout": 8, "gs": 8, "width_ratio": 8, "05": 8, "cax": 8, "pick": [8, 10], "set_titl": 8, "colormap": 8, "viridi": 8, "vmin": 8, "vmax": 8, "cbar": 8, "orient": [8, 11], "cheaper": 9, "vertex": 9, "job": 9, "gee": 9, "ml_exampl": 9, "meter": [10, 19], "geodatafram": 10, "planetscop": 10, "bring": 10, "conflict": [10, 12], "chose": 10, "geograph": 10, "spread": 10, "cna": 10, "saniti": 10, "predominantli": 11, "trade": [11, 19], "kornia": 11, "31m35": 12, "31m24": 12, "31m10": 12, "32m63": 12, "63": 12, "31m27": 12, "31m5": 12, "behaviour": 12, "incompat": 12, "yfinanc": 12, "0mcollect": 12, "cp310": 12, "manylinux_2_12_x86_64": 12, "manylinux2010_x86_64": 12, "whl": 12, "32m28": 12, "31m4": 12, "25hcollect": 12, "gc": 12, "filesystem": 12, "tensorflow_io_gcs_filesystem": 12, "31m72": 12, "25hinstal": 12, "uninstal": 12, "successfulli": 12, "use_preprocessed_output": 12, "toplin": 12, "apikeynotfound": 12, "traceback": 12, "ca083c5dc9a7": 12, "py": 12, "cl": 12, "dataset_id_or_doi": 12, "237": 12, "238": 12, "239": 12, "240": 12, "241": 12, "get_dataset_by_doi": 12, "258": 12, "259": 12, "get_dataset_by_id": 12, "260": 12, "261": 12, "dataset_id": 12, "222": 12, "223": 12, "226": 12, "263": 12, "264": 12, "265": 12, "coupl": 12, "con": 12, "mainten": 12, "unreview": 12, "contributor": 12, "martin": 12, "bruveri": 12, "staff": 12, "scientist": 12, "onfido": 12, "pyramid": [12, 19], "throughput": 12, "convnext": 12, "_jit_compiled_convolution_op": 12, "0x7a3feff48dc0": 12, "retrac": 12, "repeatedli": 12, "reduce_retrac": 12, "unnecessari": 12, "controlling_retrac": 12, "api_doc": 12, "0x7a3feff4a680": 12, "bertforsequenceclassif": 12, "bertforpretrain": 12, "decode_head": 12, "use_multiprocess": 12, "7s": 12, "487m": 12, "5403": 12, "7536": 12, "4s": [12, 18], "110m": 12, "119m": 12, "115m": 12, "106m": 12, "112m": 12, "114m": 12, "98m": 12, "96m": 12, "31m50": 18, "32m176": 18, "176": 18, "7675": 18, "1557": 18, "1679": 18, "6061": 18, "7744": 18, "7045": 18, "7712": 18, "5544": 18, "8210": 18, "6095": 18, "8019": 18, "5040": 18, "8400": 18, "5752": 18, "8144": 18, "4693": 18, "5468": 18, "4595": 18, "8496": 18, "5243": 18, "8267": 18, "4379": 18, "8586": 18, "5160": 18, "8317": 18, "4288": 18, "8626": 18, "5046": 18, "8327": 18, "4287": 18, "8596": 18, "4945": 18, "8376": 18, "4275": 18, "8649": 18, "4897": 18, "8407": 18, "4082": 18, "8693": 18, "loss_test": 18, "7m": 18, "8469": 18, "8469135761260986": 18, "5006": 18, "8370": 18, "3183": 18, "8968": 18, "16m": 18, "3784": 18, "8821": 18, "2646": 18, "9152": 18, "3205": 18, "8991": 18, "2720": 18, "9084": 18, "2276": 18, "9310": 18, "2827": 18, "9130": 18, "2748": 18, "9183": 18, "2694": 18, "9167": 18, "2679": 18, "9238": 18, "2744": 18, "9182": 18, "2556": 18, "9270": 18, "2649": 18, "9218": 18, "9395": 18, "2728": 18, "2472": 18, "9323": 18, "2654": 18, "9239": 18, "2396": 18, "9280": 18, "2606": 18, "9242": 18, "2241": 18, "9362": 18, "5s": 18, "2487": 18, "9259": 18, "9259259104728699": 18, "min_valu": 18, "max_valu": 18, "exp_hp_0": 18, "3d": 19, "4d": 19, "yolo": 19, "1a": 19, "onw": 19, "fo": 19, "preserv": 19, "supraglaci": 19, "lake": 19, "2022": 19, "2d": 19, "ssca": 19, "scca": 19, "simultan": 19, "multiscal": 19, "vessel": 19, "sccanet": 19, "modif": 19, "rfu": 19, "excit": 19, "sepp": 19, "atrou": 19, "sca": 19, "becau": 19, "eof": 19, "2020": 19, "mae": 19, "refram": 19, "unmask": 19, "reformul": 19, "downstream": 19, "he": 19, "vein": 19, "scalema": 19, "satma": 19, "tempor": 19, "knn": 19, "took": 19, "7b": 19, "altogeth": 19, "presto": 19, "tunabl": 19, "sat": 19, "regress": 19, "algal": 19, "bloom": 19, "fuel": 19, "moistur": 19, "cropland": 19, "timeseri": 19, "28x28": 19, "tseng": 19, "codegoni": 19, "scar": 19, "chabud": 19, "wildfir": 19, "leaderboard": 19, "7609": 19, "deeplabv3": 19, "baselin": 19, "6765": 19, "chabud2023": 19, "answer": 19, "disjoint": 19, "abandon": 19, "megadetector": 19, "night": 19, "habitat": 19, "thw": 19, "slower": 19, "tnc": 19, "ca": 19, "animl": 19, "suppress": 19, "nm": 19, "cull": 19, "letterbox": 19, "ship": 19, "aircraft": 19, "luo": 19, "emit": 19, "resampl": 19, "approxim": 19, "anthropogen": 19, "skytruth": 19, "sar": 19, "meetingorgan": 19, "copernicu": 19, "egu23": 19, "16932": 19, "hallucin": 19, "alik": 19, "seep": 19, "biogen": 19, "alga": 19, "seawe": 19, "wave": 19, "enforc": 19, "wrong": 19, "interfer": 19, "master": 19, "object_detection_using_vision_transform": 19, "learner": 19, "ab": 19, "2111": 19, "06377": 19, "14065": 19, "lombardi": 19, "ferrari": 19, "2207": 19, "13159": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"introduct": [0, 1, 2, 4, 5, 7], "machin": [0, 1, 6], "learn": [0, 1, 6, 10, 15, 16, 18, 19, 21], "neural": [0, 1, 11], "network": [0, 1, 11, 15, 16, 17, 18], "deep": [0, 1, 10, 15, 16, 19, 21], "object": [0, 1, 4, 5, 11, 17, 19], "what": [0, 1, 4, 5, 8, 9, 12, 14, 19], "cost": [0, 1], "ar": [0, 1, 5, 9, 14], "train": [0, 1, 6, 8, 11, 12, 18], "test": [0, 1], "data": [0, 1, 7, 8, 9, 10, 11, 12, 13, 14, 18, 21], "forward": 0, "backward": 0, "propag": 0, "hyper": [0, 1], "paramet": [0, 1, 3, 8, 9], "learnabl": 0, "type": [0, 7], "comput": [0, 1, 6, 15, 16], "vision": [0, 1, 6, 12, 15, 16, 17, 19], "convolut": [0, 1, 11], "kernel": [0, 1], "filter": [0, 1], "stride": [0, 1], "oper": [0, 1, 19], "us": [0, 1, 6, 7, 8, 14, 15, 16, 18], "3d": [0, 1], "pad": [0, 1], "semant": [0, 1, 10, 11, 12, 13, 14, 19], "segment": [0, 1, 10, 11, 12, 13, 14, 17, 19], "u": [0, 1, 19], "net": [0, 1, 19], "architectur": [0, 1, 15, 16, 17, 19], "transform": [0, 12, 17, 19], "self": [0, 17], "attent": [0, 17], "annex": 1, "content": 1, "activ": 1, "function": [1, 7, 9, 14], "weight": 1, "bias": 1, "common": 1, "algorithm": 1, "auxiliari": 1, "note": [1, 3, 4, 18], "googl": [2, 8, 9], "colab": [2, 9], "cell": 2, "code": [2, 21], "text": 2, "system": 2, "alias": 2, "automat": 2, "complet": 2, "explor": 2, "rich": 2, "interact": 2, "output": [2, 8], "integr": 2, "drive": 2, "access": [3, 10, 21], "mosaic": 3, "planet": 3, "nicfi": 3, "monthli": 3, "basemap": [3, 14], "setup": [3, 9, 10, 11, 13], "notebook": [2, 3, 10, 11, 13, 21], "version": 3, "control": 3, "gc": 3, "get": [3, 10, 11, 13, 18], "search": 3, "plot": 3, "grid": 3, "aoi": 3, "request": 3, "quad": 3, "tile": [3, 11], "fit": [3, 11], "tensorflow": [4, 5, 6, 7, 8, 11, 12, 19, 21], "2": [4, 6, 14], "kera": [4, 5, 6], "how": [4, 5, 9, 21], "doe": [4, 5], "work": [4, 5], "s": [4, 5, 6, 18, 19], "structur": [4, 5], "kei": [], "compon": 5, "why": [4, 5, 9], "do": [4, 5, 9], "so": [4, 5, 19], "mani": [4, 5], "peopl": [4, 5], "like": [4, 5], "user": 4, "quickstart": 6, "geospati": [6, 14], "set": [8, 10, 11, 13, 14], "up": [10, 11, 13, 14], "let": [6, 18], "dataset": [6, 7, 10, 11, 12, 18], "from": [6, 9, 12], "tf": 7, "now": 6, "build": [6, 12], "veri": 6, "basic": [6, 7], "model": [6, 8, 11, 12, 13, 14, 17, 18], "evalu": [6, 13, 18], "your": 6, "load": [12, 18], "part": [6, 14], "option": 6, "tensor": [7, 11], "signific": 7, "shape": 7, "interpret": 7, "often": 7, "variabl": 7, "index": 7, "singl": [7, 11], "axi": 7, "multi": [7, 11], "manipul": 7, "dtype": 7, "broadcast": 7, "convert_to_tensor": 7, "string": 7, "spars": 7, "usag": 7, "unknown": 7, "dimens": 7, "flexibl": 7, "iter": 7, "gener": [7, 11], "pipelin": 7, "regress": 8, "earth": [6, 8, 9, 10, 21], "engin": 8, "python": 8, "api": 8, "import": [8, 10], "authent": 8, "global": 8, "imageri": [8, 14, 15, 16, 17, 19], "sampl": [8, 14], "valid": 8, "predict": [8, 11, 12, 13, 14, 18], "displai": [8, 14], "cloud": 9, "provid": 9, "might": 9, "i": [9, 15, 16], "need": 9, "them": 9, "ml": 9, "observ": [9, 10], "platform": 9, "differ": [9, 15, 16], "deploi": 9, "run": [9, 21], "infer": [9, 12], "pulumi": 9, "you": 9, "all": 9, "thi": 9, "workstat": 9, "terraform": 9, "gcloud": 9, "termin": 9, "cli": 9, "instruct": 9, "configur": 9, "chang": [9, 17, 19], "deploy": 9, "summari": 9, "process": [10, 12, 18], "enabl": [10, 11, 14], "gpu": [10, 11, 14], "check": [10, 11, 13, 14], "out": [10, 11, 13, 14], "label": [10, 11, 13, 14], "raster": [10, 14], "read": [10, 11], "memori": [10, 17], "visual": [10, 11, 12, 14], "specif": [11, 13, 14], "concept": [11, 13, 14], "cover": [11, 13, 14], "workflow": 11, "defin": 11, "view": 11, "start": [11, 18], "tensorboard": 11, "save": 11, "file": 11, "make": [11, 14], "imag": [11, 13], "exampl": [11, 19], "segform": 12, "hug": 12, "face": 12, "geosapti": 12, "we": [], "wish": [], "fine": [12, 18], "tune": [12, 18], "pre": [12, 18], "partit": 12, "dataload": 12, "each": 12, "pretrain": 12, "checkpoint": 12, "compil": [12, 18], "callback": 12, "monitor": [12, 14], "progress": [12, 14], "conclus": 12, "filenam": 13, "deal": 14, "limit": 14, "1": [14, 17], "an": 14, "annot": 14, "campaign": 14, "decid": 14, "class": 14, "tip": 14, "effici": 14, "pixel": [14, 18], "wise": 14, "classif": [14, 18, 19], "when": 14, "sens": [14, 19], "instanc": [14, 19], "vector": 14, "instead": 14, "choos": 14, "strategi": 14, "repres": 14, "interest": 14, "techniqu": 14, "our": 14, "augment": [14, 18], "arrai": 14, "appendix": 20, "br": 21, "tutori": 21, "lulc": [], "link": 21, "compar": [15, 16, 17], "task": [15, 16], "satellit": [15, 16], "lenet": [15, 16], "lecun": [15, 16], "et": [15, 16, 17], "al": [15, 16, 17], "1998": [15, 16], "alexnet": [15, 16], "krizhevski": [15, 16], "2012": [15, 16], "ii": [15, 16], "nin": [15, 16], "lin": [15, 16], "2013": [15, 16], "iii": [15, 16], "block": [15, 16], "vgg": [15, 16], "simonyan": [15, 16], "zisserman": [15, 16], "2014": [15, 16], "iv": [15, 16], "incept": [15, 16], "googlenet": [15, 16], "szegedi": [15, 16], "v": [15, 16], "batch": [15, 16], "normal": [15, 16], "ioff": [15, 16], "2015": [15, 16], "vi": [15, 16], "resnet": [15, 16], "he": [15, 16], "vii": [15, 16], "conclud": [15, 16], "remark": [15, 16], "refer": [0, 15, 16, 17, 19], "same": 6, "approach": 6, "radiant": 6, "rnn": 17, "forecast": 17, "detect": [17, 19], "d": 17, "sequenc": 17, "long": 17, "short": 17, "term": 17, "hochreit": 17, "schmidhub": 17, "1997": 17, "The": 17, "vaswani": 17, "2017": 17, "encod": 17, "decod": 17, "mechan": 17, "dosovitskii": 17, "2020": 17, "foundat": 17, "anyth": 17, "altern": 17, "transfer": 18, "hyperparamet": 18, "optim": [], "prepar": 18, "perform": 18, "rescal": 18, "valu": 18, "backbon": 18, "featur": [18, 19], "extract": 18, "freez": 18, "critic": 18, "batchnorm": 18, "layer": 18, "add": 18, "new": 18, "head": 18, "curv": 18, "un": 18, "some": 18, "top": 18, "continu": 18, "share": 2, "advanc": 19, "applic": [19, 21], "time": 19, "seri": 19, "analysi": 19, "mask": 19, "autoencod": 19, "without": 19, "spatial": 19, "better": 19, "yolov5": 19, "wildlif": 19, "remot": 19, "r": 19, "cnn": 19, "oil": 19, "slick": 19, "radar": 19, "scienc": 21}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}}) \ No newline at end of file