responsible-ai

Open-source projects categorized as responsible-ai
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Language: + Python + TypeScript
Topics: Machine Learning fairness fairness-ai Data Science Interpretability
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Top 10 responsible-ai Open-Source Projects

  • awesome-production-machine-learning

    A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

    • Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13

    One trove of treasures is the awesome-production-machine-learning repository on GitHub. This curated list provides a multitude of frameworks, libraries, and software designed to facilitate various stages of the ML lifecycle.

  • fairlearn

    A Python package to assess and improve fairness of machine learning models.

    • Project mention: Fairlearn | news.ycombinator.com | 2023-05-31

  • InfluxDB

    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.

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  • DALEX

    moDel Agnostic Language for Exploration and eXplanation

  • PyRIT

    The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and machine learning engineers to proactively find risks in their generative AI systems. (by Azure)

    • Project mention: FLaNK 04 March 2024 | dev.to | 2024-03-04

  • responsible-ai-toolbox

    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.

  • langtest

    Deliver safe & effective language models

    • Project mention: LangTest: Deliver Safe & Effective Language Models | /r/Python | 2023-11-04

  • model-card-toolkit

    A toolkit that streamlines and automates the generation of model cards

  • WorkOS

    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.

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  • Awesome-Data-Science

    Carefully curated list of awesome data science resources.

    • Project mention: About Data analyst, data scientist and data engineer, resources and experiences | dev.to | 2024-03-26

    Awesome Data Science

  • EthicML

    Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

  • verifyml

    Open-source toolkit to help companies implement responsible AI workflows.

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).

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Index

What are some of the best open-source responsible-ai projects? This list will help you:

Project Stars
1 awesome-production-machine-learning 15,947
2 fairlearn 1,795
3 DALEX 1,318
4 PyRIT 1,249
5 responsible-ai-toolbox 1,208
6 langtest 456
7 model-card-toolkit 402
8 Awesome-Data-Science 51
9 EthicML 24
10 verifyml 22

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