Lab 6: Interpreting Black-Box Models (LIME, SHAP) and PCA

Lab 6: Interpreting Black-Box Models (LIME, SHAP) and PCA

Slides

The slides I showed this week can be found here.

Miscellaneous Notes

• Homework 2 due TONIGHT at 11:59pm
• Homework 1 grades released - ask Rithwick (rg4361@nyu.edu) any questions about grades

Topics Covered

• Interpreting black box models
  • Local Interpretable Model-Agnostic Explanations (LIME)
  • Shapley values (SHAP), specifically waterfall, beeswarm, dependence, and force plots
  • Principal Component Analysis (PCA)

Code

This Jupyter notebook collates the code from today’s lab.