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Author:

Kumar, Pramod

Title:

INFERALL: COORDINATED OPTIMIZATION FOR MACHINE LEARNING INFERENCE SERVING IN PUBLIC CLOUD

Graduate Program:

Computer Science and Engineering

Keywords:

ML Inference system
Machine learning in public cloud
Machine-learning-as-a-service (MLaaS)
Inference
Serving
Batching
Cloud
Serverless
Service Level Objective (SLO)
Cost-effective
Optimization
Modeling
Prediction
Machine learning inference

File:

Download Pramod_Kumar_Thesis.pdf

Committee Members:

Chitaranjan Das, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Member
Chitaranjan Das, Program Head/Chair
Bhuvan Urgaonkar, Committee Member

Author:

Li, Junde

Title:

Machine Learning and Optimization Applications on Near-term Quantum Computers

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Machine Learning
Quantum Computing
Computer Vision
Optimization
Variational Quantum Algorithms
Generative Models
Quantum Computation Advantages

File:

Download phd_dissertation_junde.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Swaroop Ghosh, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chunhao Wang, Major Field Member

Author:

Ying, Ziyu

Title:

Improving Performance and Energy Efficiency for Visual Computing on Resource-Constrained Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Visual Computing
Resource-Constrained Device
Optimization
Energy-Efficiency

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Co-Chair & Dissertation Advisor
Sharon Huang, Outside Unit & Field Member
Mahmut Kandemir, Co-Chair & Dissertation Advisor
Mahanth Gowda, Major Field Member

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