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Description
- Change the sidebar name of the "Validation" section to "General Advice"
- Change the name "Throughout" to "During"
- Move all overfitting text (i.e. in
validation/before/inputs.md) to thevalidation/throughout/overfitting.mdsection - Add equations to the text so it works in dark mode. More technically this means changing the GitHub rendered (i.e. https://render.githubusercontent.com/render/math?math=) LaTeX to inline (mathjax) rendered LaTeX.
- In the
validation/before/inputs.md, say we do not typically take into account and "imbalance in nature", but rather have uniform/balanced classes when training. Practically, this means a balance between signal and background, different HT bins, or any other group of classes. - Add more example code throughout. In most sections, this simply means showing an example of the relevant TensorFlow/PyTorch/ONNX code.
- Add back in the links for
validation/before/domains.md, which needs something like, "Last but not the least, a usage of bayesian neural networks has a great advantage..." The problem is that the Bayesian neural network PR hasn't been merged in yet and it's causing the webpage building to fail.
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