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The Top 23 Machine Learning Explainable Ai Open Source Projects

Open source projects categorized as Machine Learning Explainable Ai
Categories > Explainable Ai
Categories > Machine Learning > Machine Learning
Deep Learning Drizzle ⭐ 10,767
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
most recent commit a year ago
Pytorch Grad Cam ⭐ 8,723
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
dependent packages 10total releases 28most recent commit 4 months agopypi grad-cam} Downloads
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 15 days agopypi interpret} Downloads
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101most recent commit 3 months agopypi sahi} Downloads
Tensorwatch ⭐ 3,333
Debugging, monitoring and visualization for Python Machine Learning and Data Science
dependent packages 1total releases 14most recent commit 8 months agopypi tensorwatch} Downloads
Giskard ⭐ 2,509
🐢 The testing framework for ML models, from tabular to LLMs
total releases 76most recent commit 3 months ago
Pysr ⭐ 1,580
High-Performance Symbolic Regression in Python and Julia
total releases 165most recent commit 3 months ago
Aix360 ⭐ 1,471
Interpretability and explainability of data and machine learning models
total releases 5most recent commit 7 months ago
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12most recent commit 2 months agopypi dice-ml} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29most recent commit 7 months ago
Imodels ⭐ 1,229
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44most recent commit 4 months agopypi imodels} Downloads
Responsible Ai Toolbox ⭐ 1,187
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
dependent packages 8total releases 6most recent commit 11 days agopypi raiutils} Downloads
Transformers Interpret ⭐ 1,090
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
dependent packages 2total releases 36most recent commit 8 months agopypi transformers-interpret} Downloads
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit 2 years ago
Awesome Interpretable Machine Learning ⭐ 856
most recent commit a year ago
Lofo Importance ⭐ 785
Leave One Feature Out Importance
dependent packages 2total releases 13most recent commit 3 months agopypi lofo-importance} Downloads
Omnixai ⭐ 674
OmniXAI: A Library for eXplainable AI
dependent packages 3total releases 14most recent commit 8 months agopypi omnixai} Downloads
Awesome Open Data Centric Ai ⭐ 630
Curated list of open source tooling for data-centric AI on unstructured data.
most recent commit 5 months ago
Ml_privacy_meter ⭐ 501
Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.
total releases 1most recent commit 4 months ago
Awesome Graph Explainability Papers ⭐ 486
Papers about explainability of GNNs
most recent commit 3 months ago
Fasttreeshap ⭐ 485
Fast SHAP value computation for interpreting tree-based models
dependent packages 2total releases 7most recent commit 10 months agopypi fasttreeshap} Downloads
Symbolicregression.jl ⭐ 484
Distributed High-Performance Symbolic Regression in Julia
most recent commit 3 months ago
Facet ⭐ 483
Human-explainable AI.
total releases 27most recent commit 5 months ago
The 10 Most Depended On Machine Learning Explainable Ai Open Source Projects
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 15 days agopypi interpret} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101latest release November 05, 2023most recent commit 3 months agopypi sahi} Downloads
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12latest release October 27, 2023most recent commit 2 months agopypi dice-ml} Downloads
Imodels ⭐ 1,229
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44latest release October 05, 2023most recent commit 4 months agopypi imodels} Downloads
Omnixai ⭐ 674
OmniXAI: A Library for eXplainable AI
dependent packages 3total releases 14latest release June 10, 2022most recent commit 8 months agopypi omnixai} Downloads
Fasttreeshap ⭐ 485
Fast SHAP value computation for interpreting tree-based models
dependent packages 2total releases 7latest release May 20, 2022most recent commit 10 months agopypi fasttreeshap} Downloads
The 10 Latest Releases In Machine Learning Explainable Ai Open Source Projects
Quantus ⭐ 460
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
dependent packages 1total releases 27latest release December 05, 2023most recent commit 3 months agopypi quantus} Downloads
Giskard ⭐ 2,509
🐢 The testing framework for ML models, from tabular to LLMs
total releases 76latest release December 04, 2023most recent commit 3 months ago
Facet ⭐ 483
Human-explainable AI.
total releases 27latest release November 15, 2023most recent commit 5 months ago
Sahi ⭐ 3,340
Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
dependent packages 12total releases 101latest release November 05, 2023most recent commit 3 months agopypi sahi} Downloads
Ceml ⭐ 35
CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox
total releases 11latest release October 30, 2023most recent commit 3 months ago
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12latest release October 27, 2023most recent commit 2 months agopypi dice-ml} Downloads
Imodels ⭐ 1,229
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
dependent packages 4total releases 44latest release October 05, 2023most recent commit 4 months agopypi imodels} Downloads
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1latest release October 01, 2023most recent commit 3 months ago
Kernelshap ⭐ 28
Efficient R implementation of SHAP
dependent packages 1total releases 11latest release September 23, 2023most recent commit 4 months ago
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