xai_resources

XAI library

A collection of resources and papers related to Explainable Artificial Intelligence (XAI) for machine learning model interpretability.

Interesting resources related to XAI (Explainable Artificial Intelligence)

GitHub

819 stars
57 watching
138 forks
Language: R
last commit: over 2 years ago
Linked from 2 awesome lists

interpretabilityinterpretable-machine-learningxai

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
andreysharapov/xaience An online repository providing resources and information on explainable AI, algorithmic fairness, ML security, and related topics 107
pbiecek/xaiaterum2020 An R package and workshop materials for explaining machine learning models using explainable AI techniques 52
ethicalml/xai An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance 1,135
jphall663/responsible_xai Guidelines and resources for the development of responsible AI systems 17
trusted-ai/aix360 A toolkit for explaining complex AI models and data-driven insights 1,641
deel-ai/xplique An Explainable AI toolbox that provides various methods and tools to understand and interpret the behavior of neural networks 654
h2oai/mli-resources Provides tools and techniques for interpreting machine learning models 483
applieddatasciencepartners/xgboostexplainer Provides tools to understand and interpret the decisions made by XGBoost models in machine learning 253
mayer79/flashlight A toolset for understanding and interpreting complex machine learning models 22
humancompatibleai/imitation Provides clean implementations of imitation and reward learning algorithms 1,350
rockita/criticalml An open-ended critical reading list and resource collection on the sociotechnical implications of AI/ML for engineers, scientists, designers, policy makers, and the public. 366
interpretml/dice Provides counterfactual explanations for machine learning models to facilitate interpretability and understanding. 1,373
sergioburdisso/pyss3 A Python package implementing an interpretable machine learning model for text classification with visualization tools 336
openmedlab/xraypulse An implementation of a biomedical multimodal conversational assistant trained on X-ray report pairs in Chinese using a modified PULSE architecture. 170
jphall663/kdd_2019 A collection of resources and materials from the 2019 KDD XAI Workshop on explainable machine learning techniques and best practices for responsible use. 20