Python xai

Open-source Python projects categorized as xai | Edit details

Top 4 Python xai Projects

  • alibi

    Algorithms for explaining machine learning models

    Project mention: Ask HN: Who is hiring? (January 2022) | news.ycombinator.com | 2022-01-03

    Seldon | Multiple positions | London/Cambridge UK | Onsite/Remote | Full time | seldon.io

    At Seldon we are building industry leading solutions for deploying, monitoring, and explaining machine learning models. We are an open-core company with several successful open source projects like:

    * https://github.com/SeldonIO/seldon-core

    * https://github.com/SeldonIO/mlserver

    * https://github.com/SeldonIO/alibi

    * https://github.com/SeldonIO/alibi-detect

    * https://github.com/SeldonIO/tempo

    We are hiring for a range of positions, including software engineers(go, k8s), ml engineers (python, go), frontend engineers (js), UX designer, and product managers. All open positions can be found at https://www.seldon.io/careers/

  • AIX360

    Interpretability and explainability of data and machine learning models

    Project mention: [R] Explaining the Explainable AI: A 2-Stage Approach - Link to a free online lecture by the author in comments | reddit.com/r/MachineLearning | 2022-03-20

    One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques https://arxiv.org/abs/1909.03012 https://github.com/Trusted-AI/AIX360

  • SonarLint

    Deliver Cleaner and Safer Code - Right in Your IDE of Choice!. SonarLint is a free and open source IDE extension that identifies and catches bugs and vulnerabilities as you code, directly in the IDE. Install from your favorite IDE marketplace today.

  • DALEX

    moDel Agnostic Language for Exploration and eXplanation

    Project mention: Twitter set to accept ‘best and final offer’ of Elon Musk | reddit.com/r/news | 2022-04-25

    Which he will not do, because: a) He can't, it's a black box algorithm. It actually is open source already, but that doesn't mean much as it's useless without Twitter's data https://github.com/ModelOriented/DALEX b) He won't release data that shows the algorithm is racist and amplifies conservative and extremist content. He won't remove such functions because it will cost him billions.

  • DiCE

    Generate Diverse Counterfactual Explanations for any machine learning model. (by interpretml)

    Project mention: [R] The Shapley Value in Machine Learning | reddit.com/r/MachineLearning | 2022-02-25

    Counter-factual and recourse-based explanations are alternative approach to model explanations. I used to work in a large financial institution, and we were researching whether counter-factual explanation methods would lead to better reason codes for adverse action notices.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2022-04-25.

Python xai related posts

Index

What are some of the best open-source xai projects in Python? This list will help you:

Project Stars
1 alibi 1,619
2 AIX360 1,110
3 DALEX 1,042
4 DiCE 832
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