Courses of Study 2023-2024 
    
    Apr 15, 2024  
Courses of Study 2023-2024
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)