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Author:

Park, Minwoo

Title:

EFFICIENT MEAN-SHIFT BELIEF PROPAGATION AND ITS APPLICATIONS IN COMPUTER VISION

Graduate Program:

Computer Science and Engineering

Keywords:

MRF
Inference
Graphical Model
Belief Propagation
Computer Vision

File:

Download MinwooFinalDissertation.pdf

Committee Members:

Yanxi Liu, Dissertation Advisor/Co-Advisor
Yanxi Liu, Committee Chair/Co-Chair
Robert T Collins, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Runze Li, Committee Member

Author:

Gafarov, Bulat

Title:

ESSAYS ON PARTIALLY IDENTIFIED MODELS

Graduate Program:

Economics

Keywords:

Partially identified econometric models
Inference
Monetary Policy
interval data

File:

Download BulatGafarovDissertation.pdf

Committee Members:

Coenraad Arnout P Pinkse, Dissertation Advisor/Co-Advisor
Patrik Guggenberger, Committee Chair/Co-Chair
Sung Jae Jun, Committee Member
Saroj Bhattarai, Committee Member
Charles H Whiteman, Outside Member

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:

Kalagi, Vishwas

Title:

CO-LOCATING COMPUTE AND MEMORY ACCESS IN DEEP LEARNING RECOMMENDATION MODEL INFERENCE

Graduate Program:

Computer Science and Engineering

Keywords:

Deep Learning Recommendation Models
hyperthreading
colocation
CPU
Inference
compute intensive
memory intensive
memory bottleneck

File:

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Committee Members:

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