DiCE
by interpretml
Generate Diverse Counterfactual Explanations for any machine learning model.
AI summary
Model explanations
Provides counterfactual explanations for machine learning models to facilitate interpretability and understanding.
- stars
- 1.4K
- forks
- 191
- watching
- 19
Similar projects
Found by comparing what the projects do, not just their names.
ML model transparency
Teaching software developers how to build transparent and explainable machine learning models using Python
Explainer
An R package and workshop materials for explaining machine learning models using explainable AI techniques
Model interpreter
Provides tools and techniques for interpreting machine learning models
Model explainer
A tool to help understand and explain the behavior of complex machine learning models
Explanations
Provides explanations for why an instance has a certain outcome by contrasting it with what would have happened if the outcome had been different.
csinva/imodels1.4K
Interpretable model library
An open-source package that provides interpretable machine learning models compatible with scikit-learn.
Model explainer
A tool for creating interactive, model-agnostic explanations of machine learning models in R
AI model explainer
An open-source package for explaining machine learning models and promoting transparency in AI decision-making
Model explainer
Provides methods to interpret and explain the behavior of machine learning models
ethicalml/xai1.1K
Bias analysis tool
An eXplainability toolbox for machine learning that enables data analysis and model evaluation to mitigate biases and improve performance
Model debugger
A framework to explain and debug blackbox machine learning models with a single line of code.
Model interpreter
A toolset for understanding and interpreting complex machine learning models
Model Comparer
An interactive tool to analyze and compare the performance of natural language processing models
Model interpreter
Provides tools to understand and interpret the decisions made by XGBoost models in machine learning
Model explainer
An ALE plot generation tool for explaining machine learning model predictions
