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Chapter 1.
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\OT1/cmr/m/n/12 like-li-hood func-tion, as the loss, $\OML/cmm/m/it/12 L\OT1/cm
r/m/n/12 (\OML/cmm/m/it/12 ^^R\OT1/cmr/m/n/12 ) = [][] \OML/cmm/m/it/12 P\OT1/c
mr/m/n/12 (\OML/cmm/m/it/12 y\OMS/cmsy/m/n/12 j\OML/cmm/m/it/12 x[]; ^^R\OT1/cm
r/m/n/12 )$ see $[]$.
[]
[13]
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[]\OT1/cmr/m/n/12 cost func-tion is de-fined as the av-er-age of loss func-tion
$\OML/cmm/m/it/12 J\OT1/cmr/m/n/12 (\OML/cmm/m/it/12 w; b\OT1/cmr/m/n/12 ) = [
] [][] \OML/cmm/m/it/12 L\OT1/cmr/m/n/12 ([][]\OML/cmm/m/it/12 ; y\OT1/cmr/m/n/
12 )$
[]
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Chapter 2.
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[]\OT1/cmr/m/n/12 Neural Net-work(NN): is a set of in-ter-con-nected lay-ers, $
\OML/cmm/m/it/12 < X; L[]; L[]; :::; L[]; Y >$
[]
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Chapter 3.
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\OT1/cmr/m/n/12 treme, high-variance, over-fitting model, and in be-tween just-
right model.
[]
[26]
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\OML/cmm/m/it/12 J\OT1/cmr/m/n/12 (\OML/cmm/m/it/12 w[]; w[]:::; w[]; b[]; b[]:
::; b[]\OT1/cmr/m/n/12 ) = [] [] [] + [] [] [] + []\OML/cmm/m/it/12 b[]
[]
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[]
[27]
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\OT1/cmr/m/n/12 pa-ram-e-ters ini-tial-iza-tion, first the val-ues are choos-in
g at ran-dom through
[]
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[][] []
[]
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Chapter 4.
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[]\OT1/cmr/m/n/12 tuning pro-cess isn't done ar-bi-trar-ily but we must know wh
ich hyper-parameters
[]
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