Courses of Study 2022-2023 
    
    Aug 16, 2022  
Courses of Study 2022-2023
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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.



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