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The Top 23 Machine Learning Interpretability Explainable Ml Open Source Projects

Open source projects categorized as Machine Learning Interpretability Explainable Ml
Categories > Explainable Ml
Categories > Machine Learning > Interpretability
Categories > Machine Learning > Machine Learning
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 ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 19 hours agopypi interpret} Downloads
Awesome Machine Learning Interpretability ⭐ 3,241
A curated list of awesome responsible machine learning resources.
most recent commit 3 months ago
Shapash ⭐ 2,547
🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
dependent packages 2total releases 37most recent commit 3 months agopypi shapash} 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 15 days agopypi raiutils} Downloads
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit 2 years ago
Aspect Based Sentiment Analysis ⭐ 413
💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)
total releases 8most recent commit a year ago
Mli Resources ⭐ 405
H2O.ai Machine Learning Interpretability Resources
most recent commit 3 years ago
Explainx ⭐ 375
Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ [email protected]
total releases 56most recent commit 3 months ago
Xaience ⭐ 100
All about explainable AI, algorithmic fairness and more
most recent commit 7 months ago
Cade ⭐ 81
Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications
most recent commit a year ago
Talktomodel ⭐ 68
TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
most recent commit 9 months ago
Cxplain ⭐ 59
Causal Explanation (CXPlain) is a method for explaining the predictions of any machine-learning model.
most recent commit 4 years ago
Xai Iml Sota ⭐ 50
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
most recent commit 2 years 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
Artemis ⭐ 19
A Python package with explanation methods for extraction of feature interactions from predictive models
most recent commit 5 months ago
Lernd ⭐ 15
Lernd is ∂ILP (dILP) framework implementation based on Deepmind's paper Learning Explanatory Rules from Noisy Data.
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
Mllp ⭐ 12
The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".
most recent commit 2 years ago
Iai Clinical Decision Rule ⭐ 8
Interpretable clinical decision rules for predicting intra-abdominal injury.
most recent commit 10 months ago
Jsm_2018_paper ⭐ 8
Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlinepro
most recent commit 5 years ago
The 6 Most Depended On Machine Learning Interpretability Explainable Ml Open Source Projects
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 19 hours 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
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
Shapash ⭐ 2,547
🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
dependent packages 2total releases 37latest release December 08, 2023most recent commit 3 months agopypi shapash} Downloads
The 9 Latest Releases In Machine Learning Interpretability Explainable Ml Open Source Projects
Shapash ⭐ 2,547
🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
dependent packages 2total releases 37latest release December 08, 2023most recent commit 3 months agopypi shapash} 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
Interpret ⭐ 5,992
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 19 hours 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
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6latest release October 30, 2021most recent commit 2 years ago
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