EDiT
Model interpreter
An implementation of a method to interpret ensemble models by learning compact representations from them
EDiT: Interpreting Ensemble Models via Compact Soft Decision Trees (ICDM'19)
8 stars
2 watching
4 forks
Language: Python
last commit: over 5 years ago
Linked from 1 awesome list
benedekrozemberczki/awesome-decision-tree-papersRelated projects:
| Repository | Description | Stars |
|---|---|---|
 jianbo-lab/l2x | A Python framework for learning to interpret models using information-theoretic methods | 123 |
 applieddatasciencepartners/xgboostexplainer | Provides tools to understand and interpret the decisions made by XGBoost models in machine learning | 253 |
 h2oai/mli-resources | Provides tools and techniques for interpreting machine learning models | 483 |
 interpretml/dice | Provides counterfactual explanations for machine learning models to facilitate interpretability and understanding. | 1,373 |
 declare-lab/instruct-eval | An evaluation framework for large language models trained with instruction tuning methods | 535 |
 mayer79/flashlight | A toolset for understanding and interpreting complex machine learning models | 22 |
 csinva/imodels | An open-source package that provides interpretable machine learning models compatible with scikit-learn. | 1,406 |
 openai/simple-evals | Evaluates language models using standardized benchmarks and prompting techniques. | 2,059 |
 allenai/olmo-eval | A framework for evaluating language models on NLP tasks | 326 |
 phipsgabler/operajonal | A JavaScript implementation of an operational monad style for recursive program interpretation | 6 |
 ukplab/linspector | A framework to interpret multilingual NLP models and understand their word representations. | 24 |
 datamllab/xdeep | Provides tools for interpreting deep neural networks | 42 |
 quchen/stgi | An interpreter for a visual programming model to help understand Haskell's execution model | 529 |
 maluuba/nlg-eval | A toolset for evaluating and comparing natural language generation models | 1,350 |
 cofinalsubnets/wisp | A Haskell-based interpreted Lisp language with features like lexical closures and continuations, designed to be easily embedded in other programs. | 115 |