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Documentation revamp #102

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Documentation revamp #102

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@BatyLeo BatyLeo commented Dec 12, 2023

  • Use DocStringExtensions.jl
  • Separate API between specific problems, losses, optim layers and internals
  • Background page for math (optim + ML), focus on discrete functions rather than linear programs
    • explain chain rules
    • add math details on each feature
  • Guide for choosing the right tool (as in https://scikit-learn.org/stable/tutorial/machine_learning_map/index.html)
  • Lots of tutorials (remove GridGraphs from the graph tuto)
    • remove grid graphs from the graphs tutorial
    • add a tutorial with JuMP
    • showcase all features in the tutorial
    • demonstrate use of kwargs

@BatyLeo BatyLeo added the documentation Improvements or additions to documentation label Dec 12, 2023
@BatyLeo BatyLeo self-assigned this Dec 12, 2023
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codecov-commenter commented Dec 12, 2023

Codecov Report

Attention: 2 lines in your changes are missing coverage. Please review.

Comparison is base (5584bbe) 89.78% compared to head (20ff86e) 89.76%.
Report is 3 commits behind head on main.

Files Patch % Lines
src/perturbed/additive.jl 0.00% 2 Missing ⚠️

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Additional details and impacted files
@@            Coverage Diff             @@
##             main     #102      +/-   ##
==========================================
- Coverage   89.78%   89.76%   -0.02%     
==========================================
  Files          24       24              
  Lines         695      694       -1     
==========================================
- Hits          624      623       -1     
  Misses         71       71              

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Docs revamp Explain chain rules Better documentation Clarify & demonstrate use of kwargs
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