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18 search results found

Interpret ⭐ 5,992

Fit interpretable models. Explain blackbox machine learning.

Awesome Machine Learning Interpretability ⭐ 3,241

A curated list of awesome responsible machine learning resources.

High-Performance Symbolic Regression in Python and Julia

Awesome Interpretable Machine Learning ⭐ 856

Interpretable_machine_learning_with_python ⭐ 629

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

Symbolicregression.jl ⭐ 484

Distributed High-Performance Symbolic Regression in Julia

Mli Resources ⭐ 405

H2O.ai Machine Learning Interpretability Resources

A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

Optimal Sparse Decision Trees

Explainable Machine Learning in Survival Analysis

Diabetes_use_case ⭐ 19

Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/

Interpretable Ml ⭐ 17

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

Article Information 2019 ⭐ 10

Article for Special Edition of Information: Machine Learning with Python

Jsm_2018_paper ⭐ 8

Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlinepro

Explainable Ml Papers ⭐ 5

A list of research papers of explainable machine learning.

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