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Models/kernel regression #20

Merged
merged 13 commits into from
Dec 18, 2023
Merged

Models/kernel regression #20

merged 13 commits into from
Dec 18, 2023

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kzajac97
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Add kernel regression estimator:

  • Functional implementation of kernel regression estimator
  • Functional implementation of bounds for kernel estimator, following known assumpitons
  • Memory manager for non-parametric estimators using approximated nearest neighbours
  • Implementation of statistical kernels

@kzajac97
[training/callbacks](chore) Fix docstring typo
2e7cd03
@kzajac97
[models/transformer](chore) Remove training module from transformer m…
b9a2b33 
…odel pacakge

CHANGE: training moved to `training/lightning` module
@kzajac97
[training](chore) Add README
8c44f83
@kzajac97
[models/kernel_regression](feat) Create kernel regression module
a6257b5
@kzajac97
[models/kernel_regression](feat) Add point-wise distance computation …
b19cec0 
…methods
@kzajac97
[models/kernel_regression](feat) Add abstract memory manager
cb4194f
@kzajac97
[models/kernel_regression](feat) Add functional implementation of ker…
70aa72f 
…nel regression model
@kzajac97
[models/kernel_regression](feat) Implement MemoryManager using NNDesc…
aeb213b 
…ent algorithm
@kzajac97
[models/kernel_regression](feat) Add functional implementation of KRE…
620a83b 
… bounds
@kzajac97
[models/kernel_regression](feat) Add standalone kernel functions
12f3617
@kzajac97
[models/kernel_regression](tests) Add unit-tests for functional kerne…
b1e3606 
…l regression
@kzajac97
[models/kernel_regression](tests) Add unit-tests for kernel functions
6716b7a
@kzajac97
[models/kernel_regression](docs) Add README for kernel regression pac…
48be75e 
…kage
@kzajac97 kzajac97 mentioned this pull request Dec 18, 2023
Closed
@kzajac97 kzajac97 merged commit 5f46d62 into main Dec 18, 2023
4 checks passed
@kzajac97 kzajac97 deleted the models/kernel-regression branch December 18, 2023 11:30
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@kzajac97