Top 21 xai Open-Source Projects

• pytorch-grad-cam

  5 9,351 5.4 Python

  Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

  Project mention: Exploring GradCam and More with FiftyOne | dev.to | 2024-02-13

  For the two examples we will be looking at, we will be using pytorch_grad_cam, an incredible open source package that makes working with GradCam very easy. There are excellent other tutorials to check out on the repo as well.

• interpret

  6 5,978 9.7 C++

  Fit interpretable models. Explain blackbox machine learning.

  

• InfluxDB

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• alibi

  4 2,284 7.7 Python

  Algorithms for explaining machine learning models

  

  Project mention: Alibi: Open-source Python lib for ML model inspection and interpretation | news.ycombinator.com | 2023-06-02

• explainerdashboard

  2 2,221 8.0 Python

  Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

  Project mention: Help! Interviewing for ML and modern CV positions (plus a ML model explainer dashboard) | /r/OMSCS | 2023-05-11

• AIX360

  2 1,522 8.2 Python

  Interpretability and explainability of data and machine learning models

  

• DALEX

  2 1,318 5.5 Python

  moDel Agnostic Language for Exploration and eXplanation

  

• DiCE

  2 1,266 8.6 Python

  Generate Diverse Counterfactual Explanations for any machine learning model.

  

• WorkOS

  workos.com

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• xplique

  1 561 8.6 Python

  👋 Xplique is a Neural Networks Explainability Toolbox

  

  Project mention: Xplique Is a Neural Networks Explainability Toolbox | news.ycombinator.com | 2024-02-02

• tf-keras-vis

  1 304 6.9 Python

  Neural network visualization toolkit for tf.keras

• fcdd

  1 216 4.8 Python

  Repository for the Explainable Deep One-Class Classification paper

• whitebox

  12 181 2.8 Python

  [Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes (by squaredev-io)

  

• awesome-shapley-value

  1 127 3.2

  Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

  

• TalkToModel

  1 102 2.9 Python

  TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!

• xplainable

  2 52 9.2 Python

  Real-time explainable machine learning for business optimisation

  

  Project mention: Explainable (Structured) Machine Learning Algorithm | /r/Python | 2023-12-05

  Just for some respite from the discussion of our soon-to-be AI overlords (LLMs), I'm one of the contributors to an open-source Python package, Xplainable (https://github.com/xplainable/xplainable). Xplainable is a novel (structured) machine learning algorithm that's inherently explainable, as opposed to being a post-hoc explainer (like SHAP or Lime).

• TorchPRISM

  2 47 1.8 Python

  Principal Image Sections Mapping. Convolutional Neural Network Visualisation and Explanation Framework

• ContrXT

  1 23 0.0 Python

  a tool for comparing the predictions of any text classifiers

• ai_book

  1 18 8.6 Jupyter Notebook

  AI book for everyone

• XAI

  1 18 0.0 Python

  Genetic programming method for explaining complex black-box models

• easy_explain

  1 8 6.5 Python

  A library that helps to explain AI models in a really quick & easy way

• CWOX

  1 8 5.9 Jupyter Notebook

  A XAI Framework to provide Contrastive Whole-output Explanation for Image Classification.

  Project mention: Two-Stage Contrastive Whole Output Explaination (CWOX-2s) | news.ycombinator.com | 2023-06-13

• xi-method

  1 5 8.5 Python

  Xi method

  Project mention: [P] I created a package implementing a SOTA technique for XAI ( Explainable AI) | /r/MachineLearning | 2023-09-03

• SaaSHub

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• A note from our sponsor - SaaSHub
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