Courses of Study 2022-2023 
    Oct 04, 2023  
Courses of Study 2022-2023 [ARCHIVED CATALOG]

Add to Favorites (opens a new window)

CS 5777 - Principles of Large-Scale Machine Learning Systems

Fall. 4 credits. Student option grading.

Prerequisite: CS 4780  or CS 5780 CS 2110  or equivalents. Co-meets with CS 4787 .

C. De Sa.

An introduction to the mathematical and algorithms design principles and tradeoffs that underlie large-scale machine learning on big training sets. Topics include: stochastic gradient descent and other scalable optimization methods, mini-batch training, accelerated methods, adaptive learning rates, parallel and distributed training, and quantization and model compression.

Add to Favorites (opens a new window)