Top 5 Python interpretable-ml Projects

captum

11 4,568 8.6 Python

Model interpretability and understanding for PyTorch
PySR

7 1,882 9.6 Python

High-Performance Symbolic Regression in Python and Julia

Project mention: Potential of the Julia programming language for high energy physics computing | news.ycombinator.com | 2023-12-04

> Yes, julia can be called from other languages rather easily
This seems false to me. StaticCompiler.jl [1] puts in their limitations that "GC-tracked allocations and global variables do not work with compile_executable or compile_shlib. This has some interesting consequences, including that all functions within the function you want to compile must either be inlined or return only native types (otherwise Julia would have to allocate a place to put the results, which will fail)." PackageCompiler.jl [2] has the same limitations if I'm not mistaken. So then you have to fall back to distributing the Julia "binary" with a full Julia runtime, which is pretty heavy. There are some packages which do this. For example, PySR [3] does this.
There is some word going around though that there is an even better static compiler in the making, but as long as that one is not publicly available I'd say that Julia cannot easily be called from other languages.
[1]: https://github.com/tshort/StaticCompiler.jl
[2]: https://github.com/JuliaLang/PackageCompiler.jl
[3]: https://github.com/MilesCranmer/PySR

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OSDT

1 94 4.4 Python

Optimal Sparse Decision Trees
pytorch-lattice

1 25 8.4 Python

A PyTorch implementation of constrained optimization and modeling techniques

Project mention: Show HN: Open-Sourcing Google's Lattice Models in PyTorch | news.ycombinator.com | 2023-11-15

XAI

1 18 0.0 Python

Genetic programming method for explaining complex black-box models
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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).