Top 17 Python xai 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.

• 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

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• 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.

  

• xplique

  1 565 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

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• 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)

  

• 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

• 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

• 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

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python xai related posts

• Alibi: Open-source Python lib for ML model inspection and interpretation
  1 project | news.ycombinator.com | 2 Jun 2023
• MindsDB: Creating machine learning predictive models using SQL.
  2 projects | dev.to | 19 Jan 2022
• Release0.3 Using PyParing lib in mindsdb
  1 project | dev.to | 29 Nov 2021
• MindsDB - build and deploy Machine Learning models from inside your databases in minutes using plain SQL.
  1 project | /r/AutoML | 9 Feb 2021

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