Transparency and Interpretability

Lecture: Auditing black-box models

• DS-UA 202: auditing black-box models slides
• DS-GA 1017: auditing black-box models slides

Topics: Auditing black-box models; explainable machine learning

Reading:

• DS-UA 202: Transparency and Interpretability Reader
• DS-GA 1017: Transparency and Interpretability Reader

Lab: Explaining models with SHAP

• DS-UA 202: Colab Notebook
• DS-GA 1017: Colab Notebook

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