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Top 10 responsible-ai Open-Source Projects
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awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
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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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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)
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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.
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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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EthicML
Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13One 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.
Project mention: About Data analyst, data scientist and data engineer, resources and experiences | dev.to | 2024-03-26Awesome Data Science
responsible-ai related posts
- How much of a full DS project pipeline can I do for free?
- Awesome production machine learning - curated list of awesome open source libraries that will help you deploy, monitor, version, scale, and secure your production machine learning [free] [website] [@all]
- Awesome production machine learning - curated list of awesome open source libraries that will help you deploy, monitor, version, scale, and secure your production machine learning [free] [website] [@all]
- Debugging Machine Learning "[N]"
- [N] Visualize Your Model Errors! Microsoft Toolkit Identifies and Diagnoses ML Failures
- Crucial differences in MLOps for deep learning
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A note from our sponsor - InfluxDB
www.influxdata.com | 29 Apr 2024
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 | 1,323 |
4 | PyRIT | 1,263 |
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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