New Optimization Methods for Modern Machine Learning

Modern machine learning systems pose several new statistical, scalability, privacy and ethical challenges. With the advent of massive datasets and increasingly complex tasks, scalability has especially become a critical issue in these systems. In this thesis, we focus on fundamental challenges relat...

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Bibliographic Details
Main Author: Reddi, Sashank Jakkam
Format: Others
Published: Research Showcase @ CMU 2017
Subjects:
Online Access:http://repository.cmu.edu/dissertations/1116
http://repository.cmu.edu/cgi/viewcontent.cgi?article=2155&context=dissertations