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Initial commit #2

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rosecers
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Hi! This is a WIP, not open for official review yet.

This is a branch dedicated to laying the groundwork for sklearn-type models in equisolve, starting with a simple linear model. Currently I have it so that each key will lead to a different regressor, but I do need some datasets to test this. @curiosity54 do you have anything? Tests should provide coverage for the very few use-cases that I have test datasets for. Documentation forthcoming once we decide on structure.

@PicoCentauri
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Then I close #1 or what is the plan?

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#1 seems more of an issue than a PR...

@PicoCentauri PicoCentauri force-pushed the main branch 2 times, most recently from 0bb8841 to 4debe94 Compare January 19, 2023 10:35
@PicoCentauri PicoCentauri mentioned this pull request Jan 19, 2023
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PicoCentauri added a commit that referenced this pull request Feb 8, 2023
# This is the 1st commit message:

Add Ridge class for linear models.

# This is the commit message #2:

Reduce the number of combinations tested on CI (#5)

# This is the commit message #3:

add standard scaler with tests

# This is the commit message #4:

small fixes, added TODOs to linear model

# This is the commit message #5:

format example and other files

# This is the commit message #6:

add tensor map to pickable dictionary object

# This is the commit message #7:

format example and other files

# This is the commit message #8:

Added tests

# This is the commit message #9:

skeleton for ridge test

# This is the commit message #10:

Added a shape test for Ridge + more utils

# This is the commit message #11:

fix type to int

# This is the commit message #12:

Added numerically stable solver

# This is the commit message #13:

Add tests for ridge solver: vs exact results

# This is the commit message #14:

Add test: Infinite regularization + predict

# This is the commit message #15:

changing temporray TensorMap  member variables to dicts to allow saving of model as torchscript

# This is the commit message #16:

Add test: consistent scaling of weights
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Closed by #4

@PicoCentauri PicoCentauri deleted the feat/linear_model branch February 9, 2023 11:16
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2 participants