Basic Information
Perturbation Methods Allow to Add Statistical Guarantees to Efficient Learning Algorithms. The Course Explores Current Topics That Connect Machine Learning, Statistics and Optimization. Learning Outcomes# At The End of The Course The Student Will Know# 1. The State-of-the-art in Perturbation Methods in Machine Learning. 2. to Execute Perturbation Methods On Machine Learning Applications.
Faculty: Data and Decision Sciences
|Undergraduate Studies
|Graduate Studies
Pre-required courses
(94411 - Probability (ie) and 94423 - Introduction to Statistics and 96327 - Nonlinear Models in Operations Research) or (94411 - Probability (ie) and 94424 - Statistics 1 and 96327 - Nonlinear Models in Operations Research) or (94412 - Probability (advanced) and 96327 - Nonlinear Models in Operations Research and 234218 - Data Structures 1)