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The Top 23 Interpretable Ml Open Source Projects

Open source projects categorized as Interpretable Ml
Categories > Interpretable Ml
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 12 days agopypi interpret} Downloads
Captum ⭐ 4,393
Model interpretability and understanding for PyTorch
dependent packages 59total releases 10most recent commit 3 months agopypi captum} Downloads
Awesome Machine Learning Interpretability ⭐ 3,241
A curated list of awesome responsible machine learning resources.
most recent commit 3 months ago
Gandissect ⭐ 1,770
Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/
most recent commit 3 years ago
Pysr ⭐ 1,580
High-Performance Symbolic Regression in Python and Julia
total releases 165most recent commit 3 months ago
Awesome Interpretable Machine Learning ⭐ 856
most recent commit a year ago
Interpretable_machine_learning_with_python ⭐ 629
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
most recent commit a year ago
Symbolicregression.jl ⭐ 484
Distributed High-Performance Symbolic Regression in Julia
most recent commit 3 months ago
Mli Resources ⭐ 405
H2O.ai Machine Learning Interpretability Resources
most recent commit 3 years ago
Pyss3 ⭐ 307
A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)
total releases 29most recent commit 8 months ago
Zennit ⭐ 151
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
dependent packages 2total releases 15most recent commit 6 months agopypi zennit} Downloads
Osdt ⭐ 85
Optimal Sparse Decision Trees
most recent commit a year ago
Tsinterpret ⭐ 83
An Open-Source Library for the interpretability of time series classifiers
most recent commit 4 months ago
Rrl ⭐ 82
The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classification"
most recent commit 3 months ago
Survex ⭐ 79
Explainable Machine Learning in Survival Analysis
total releases 4most recent commit 4 months ago
Tpsr ⭐ 25
[NeurIPS 2023] This is the official code for the paper "TPSR: Transformer-based Planning for Symbolic Regression"
most recent commit 3 months ago
Diabetes_use_case ⭐ 19
Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/
most recent commit 3 years ago
Pytorch Lattice ⭐ 18
A PyTorch implementation of constrained optimization and modeling techniques
most recent commit 4 months ago
Interpretable Ml ⭐ 17
Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.
most recent commit 2 years ago
Xai ⭐ 16
Genetic programming method for explaining complex black-box models
most recent commit 2 years ago
Pipnet ⭐ 15
PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)
most recent commit 8 months ago
Mllp ⭐ 12
The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".
most recent commit 2 years ago
Hc_ml ⭐ 12
Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.
most recent commit 4 years ago
The 3 Most Depended On Interpretable Ml Open Source Projects
Captum ⭐ 4,393
Model interpretability and understanding for PyTorch
dependent packages 59total releases 10latest release December 05, 2023most recent commit 3 months agopypi captum} Downloads
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 12 days agopypi interpret} Downloads
The 6 Latest Releases In Interpretable Ml Open Source Projects
Captum ⭐ 4,393
Model interpretability and understanding for PyTorch
dependent packages 59total releases 10latest release December 05, 2023most recent commit 3 months agopypi captum} Downloads
Survex ⭐ 79
Explainable Machine Learning in Survival Analysis
total releases 4latest release September 06, 2023most recent commit 4 months ago
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 12 days agopypi interpret} Downloads
Pysr ⭐ 1,580
High-Performance Symbolic Regression in Python and Julia
total releases 165latest release August 21, 2023most recent commit 3 months ago
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