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Welcome to DSCI 554: Experimentation and Causal Inference
Lectures
Lecture Learning Objectives
Lecture 1 - Multiple Comparisons
Lecture 2 - Confounding and Randomized versus Non-randomized Studies
Lecture 3 - Randomization and Blocking
Lecture 4 - More Blocking and Power
Lecture 5 - More Power and Early Stopping in A/B Testing
Lecture 6 - Observational Data: Stratifying and Modelling
Lecture 7 - Observational Data: Different Sampling Schemes
Lecture 8 - Matched Case-Control Scheme, Ordinal Regressors, and Final Wrap-Up
Appendices
Blocking and Stratification
Causality and Experimentation Cheatsheet
Probability Cheatsheet
Regression Mind Map
Regression Cheatsheet
Distribution Cheatsheet
Greek Alphabet
Repository
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