DAVID SWEET
Experimental Optimization
Course text: D. Sweet,
Experimentation for engineers
, Manning publications (2022).
Fall 2024, Yeshiva University
Artifical Intelligence and Data Analytics
masters program
Module 1: Introduction to Experimental Optimization
Module 2: A/B Testing I: Measurement
Module 3: A/B Testing II: Design, Measure, Analyze
Module 4: A/B Testing III: Practical Concerns
Module 5: Evaluating and presenting results
Module 7: Multi-armed bandits
Module 8: Multi-armed bandits II
Module 9: Contextual Bandits
Module 10: Response Surface Methodology
Module 11: Gaussian Process Regression
Module 12: Bayesian Optimization
Module 13: Final Exam Prep