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Start Over Degree PHD Committee Member Chitaranjan Das Committee Member Kamesh Madduri Committee Member Mahmut Kandemir

1. Fundamental problems in graph learning: optimization, generalization, privacy, and model design

open_access
Open Access
Author:
Cong, Weilin
Title:
Fundamental problems in graph learning: optimization, generalization, privacy, and model design
Graduate Program:
Computer Science and Engineering (PHD)
Keywords:
Graph representation learning
Optimization
Generalization
File:
Download Final_thesis__2_.pdf
Committee Members:
Chitaranjan Das, Program Head/Chair
Kamesh Madduri, Major Field Member
Mahmut Kandemir, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mehrdad Mahdavi, Chair & Dissertation Advisor

2. Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications

open_access
Open Access
Author:
Ryoo, Jihyun
Title:
Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications
Graduate Program:
Computer Science and Engineering (PHD)
Keywords:
Computer architecture
Architecture profiling
Machine learning
Deep learning
Analysis model
High performance computing
Manycore systems
Parallel computing
File:
Download Jihyun_Ryoo_Dissertation.pdf
Committee Members:
Kamesh Madduri, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair