responsible-ai-toolbox
jupyter-annotate
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| responsible-ai-toolbox | jupyter-annotate | |
|---|---|---|
| 2 | 1 | |
| 1,208 | 14 | |
| 6.1% | - | |
| 9.6 | 0.0 | |
| 11 days ago | over 1 year ago | |
| TypeScript | TypeScript | |
| MIT License | BSD 3-clause "New" or "Revised" License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
responsible-ai-toolbox
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Debugging Machine Learning "[N]"
http://erroranalysis.ai/ is a new open-source tool for in-depth understanding and diagnosis of Machine Learning Errors. The tool is available as a highly interactive jupyter widget and brings in several visualization primitives all centered around debugging activities in ML (main repo: https://github.com/microsoft/responsible-ai-widgets).
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[N] Visualize Your Model Errors! Microsoft Toolkit Identifies and Diagnoses ML Failures
The toolkit is on the project GitHub. Additional information is available on the Error Analysis website.
jupyter-annotate
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[P] Text annotator for entity extraction that runs in your notebook
Hi! We have just open-sourced our text annotator which runs directly in your notebook. You can now select spans of text for entity extraction and do your processing & modelling all in the same place. This allows for quick iteration when getting a project started. Here is the repository: https://github.com/dataqa/jupyter-annotate.
What are some alternatives?
DALEX - moDel Agnostic Language for Exploration and eXplanation
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
EthicML - Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
kubeflow - Machine Learning Toolkit for Kubernetes
CARLA - CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
awesome-shapley-value - Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
simple-data-analysis - Easy-to-use JavaScript library for most common data analysis tasks. [Moved to: https://github.com/nshiab/simple-data-analysis.js]
cumulocity-app-builder - The Application Builder for Cumulocity provides a simple, coding-free way to create new applications inside Cumulocity. Application Builder is an open-source tool for you to create web applications in a no-code environment. Created by Global Presales.