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## Model Explanation
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* [dalex](https://github.com/ModelOriented/DALEX) - moDel Agnostic Language for Exploration and eXplanation.
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* [dalex](https://github.com/ModelOriented/DALEX) - moDel Agnostic Language for Exploration and eXplanation. img height="20" src="img/sklearn_big.png" alt="sklearn"><img height="20" src="img/R_big.png" alt="R inspired/ported lib">
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* [Shapley](https://github.com/benedekrozemberczki/shapley) - A data-driven framework to quantify the value of classifiers in a machine learning ensemble.
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* [Alibi](https://github.com/SeldonIO/alibi) - Algorithms for monitoring and explaining machine learning models.
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* [anchor](https://github.com/marcotcr/anchor) - Code for "High-Precision Model-Agnostic Explanations" paper.
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* [FairML](https://github.com/adebayoj/fairml) - FairML is a python toolbox auditing the machine learning models for bias. <img height="20" src="img/sklearn_big.png" alt="sklearn">
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* [L2X](https://github.com/Jianbo-Lab/L2X) - Code for replicating the experiments in the paper *Learning to Explain: An Information-Theoretic Perspective on Model Interpretation*.
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* [PDPbox](https://github.com/SauceCat/PDPbox) - Partial dependence plot toolbox.
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* [pyBreakDown](https://github.com/MI2DataLab/pyBreakDown) - Python implementation of R package breakDown. <img height="20" src="img/sklearn_big.png" alt="sklearn"><img height="20" src="img/R_big.png" alt="R inspired/ported lib">
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* [PyCEbox](https://github.com/AustinRochford/PyCEbox) - Python Individual Conditional Expectation Plot Toolbox.
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* [Skater](https://github.com/datascienceinc/Skater) - Python Library for Model Interpretation.
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* [model-analysis](https://github.com/tensorflow/model-analysis) - Model analysis tools for TensorFlow. <img height="20" src="img/tf_big2.png" alt="sklearn">
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* [Distributed](https://github.com/dask/distributed) - Distributed computation in Python.
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## Experimentation
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* [mlflow](https://github.com/mlflow/mlflow) - Open source platform for the machine learning lifecycle.
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* [Neptune](https://neptune.ai) - A lightweight ML experiment tracking, results visualization and management tool.
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* [dvc](https://github.com/iterative/dvc) - Data Version Control | Git for Data & Models | ML Experiments Management.
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* [envd](https://github.com/tensorchord/envd) - 🏕️ machine learning development environment for data science and AI/ML engineering teams.
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* [Sacred](https://github.com/IDSIA/sacred) - A tool to help you configure, organize, log and reproduce experiments.
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* [Xcessiv](https://github.com/reiinakano/xcessiv) - A web-based application for quick, scalable, and automated hyperparameter tuning and stacked ensembling.
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* [Persimmon](https://github.com/AlvarBer/Persimmon) - A visual dataflow programming language for sklearn.
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* [Ax](https://github.com/facebook/Ax) - Adaptive Experimentation Platform. <img height="20" src="img/sklearn_big.png" alt="sklearn">
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* [Neptune](https://neptune.ai) - A lightweight ML experiment tracking, results visualization and management tool.
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* [Ax](https://github.com/facebook/Ax) - Adaptive Experimentation Platform. <img height="20" src="img/sklearn_big.png" alt="sklearn">
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## Evaluation
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* [recmetrics](https://github.com/statisticianinstilettos/recmetrics) - Library of useful metrics and plots for evaluating recommender systems.

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