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Altair   - Declarative statistical visualization library for Python.
ELI5   - a Python library which allows to visualize and debug various Machine Learning models using unified API. It has built-in support for several ML frameworks and provides a way to explain black-box models.
Exbert   - A Visual Analysis Tool to Explore Learned Representations in Transformers Models.
Microsoft interpret   - fitting interpretable models and explaining existing ones.
SandDance   - a Microsoft's visualization tool.
shap   - explain the output of any machine learning model using expectations and Shapley values.
Yellowbrick   - visual analysis and diagnostic tools to facilitate machine learning model selection.