PhD Causal Inference and Machine Learning

450B: Causal Inference (W:2021)

TA for Prof Jens Hainmueller

• Listing

• Visualising identification strategies
• Slides
  • W2: Randomised Experiments
  • W4: Selection on Observables
  • W6: Sensitivity Analysis
  • W8: Instrumental Variables
  • W10: Regression Discontinuity Design

450C: Machine Learning (S:2021)

TA for Prof Justin Grimmer

• Listing

• Slides

  • W1: Maximum Likelihood
  • W3: Principal Components Analysis
  • W5: Random Forests and GAMs
  • W7: Text Analysis and LDA
  • W9: ML and Causal Inference