Alternatives and similar repositories for interpret:

Users that are interested in interpret are comparing it to the libraries listed below

• DistrictDataLabs / yellowbrick
  Visual analysis and diagnostic tools to facilitate machine learning model selection.
  ☆4,306Updated 3 months ago
• alteryx / featuretools
  An open source python library for automated feature engineering
  ☆7,334Updated this week
• SeldonIO / alibi
  Algorithms for explaining machine learning models
  ☆2,429Updated last month
• TeamHG-Memex / eli5
  A library for debugging/inspecting machine learning classifiers and explaining their predictions
  ☆2,763Updated 2 years ago
• marcotcr / lime
  Lime: Explaining the predictions of any machine learning classifier
  ☆11,704Updated 5 months ago
• shap / shap
  A game theoretic approach to explain the output of any machine learning model.
  ☆23,240Updated this week
• christophM / interpretable-ml-book
  Book about interpretable machine learning
  ☆4,827Updated this week
• skorch-dev / skorch
  A scikit-learn compatible neural network library that wraps PyTorch
  ☆5,939Updated last week
• parrt / dtreeviz
  A python library for decision tree visualization and model interpretation.
  ☆3,004Updated 4 months ago
• rasbt / mlxtend
  A library of extension and helper modules for Python's data analysis and machine learning libraries.
  ☆4,941Updated 2 months ago
• scikit-learn-contrib / imbalanced-learn
  A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
  ☆6,894Updated 3 weeks ago
• MAIF / shapash
  🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
  ☆2,763Updated last week
• ModelOriented / DALEX
  moDel Agnostic Language for Exploration and eXplanation
  ☆1,393Updated 3 months ago
• stanfordmlgroup / ngboost
  Natural Gradient Boosting for Probabilistic Prediction
  ☆1,673Updated 2 weeks ago
• hyperopt / hyperopt
  Distributed Asynchronous Hyperparameter Optimization in Python
  ☆7,315Updated 3 weeks ago
• scikit-learn-contrib / category_encoders
  A library of sklearn compatible categorical variable encoders
  ☆2,420Updated last week
• fairlearn / fairlearn
  A Python package to assess and improve fairness of machine learning models.
  ☆1,988Updated this week
• interpretml / DiCE
  Generate Diverse Counterfactual Explanations for any machine learning model.
  ☆1,373Updated last month
• mljar / mljar-supervised
  Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
  ☆3,090Updated this week
• SeldonIO / alibi-detect
  Algorithms for outlier, adversarial and drift detection
  ☆2,284Updated last month
• feature-engine / feature_engine
  Feature engineering package with sklearn like functionality
  ☆1,972Updated this week
• mckinsey / causalnex
  A Python library that helps data scientists to infer causation rather than observing correlation.
  ☆2,275Updated 6 months ago
• automl / auto-sklearn
  Automated Machine Learning with scikit-learn
  ☆7,686Updated last month
• polyaxon / polyaxon
  MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
  ☆3,591Updated this week
• EpistasisLab / tpot
  A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
  ☆9,806Updated 5 months ago
• microsoft / FLAML
  A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
  ☆4,019Updated last month
• py-why / dowhy
  DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a uni…
  ☆7,231Updated last week
• jphall663 / awesome-machine-learning-interpretability
  A curated list of awesome responsible machine learning resources.
  ☆3,703Updated last week
• snorkel-team / snorkel
  A system for quickly generating training data with weak supervision
  ☆5,826Updated 8 months ago
• uber / causalml
  Uplift modeling and causal inference with machine learning algorithms
  ☆5,182Updated last week