Courses of Study 2018-2019 
    
    Aug 20, 2019  
Courses of Study 2018-2019 [ARCHIVED CATALOG]

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CS 4787 - Principles of Large-Scale Machine Learning Systems


     
Spring. 4 credits. Student option grading.

Prerequisite: CS 4780  or CS 5780  or equivalent, CS 2110  or equivalent.

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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