Courses of Study 2021-2022 
    
    Dec 04, 2021  
Courses of Study 2021-2022
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CS 4787 - Principles of Large-Scale Machine Learning Systems


(SMR-AS)      
Spring. 4 credits. Student option grading.

Prerequisite: CS 4780  or CS 5780 CS 2110  or equivalents.

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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