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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:

Deshpande, Madhav Venkatesh

Title:

Analyzing the Impact of Compute Server Selection for Function Placement with Distributed Storage

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Function Placement
Serverless

File:

Download Madhav-Thesis-2021-05-26.pdf

Committee Members:

Dong Xie, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair

Author:

Shahidi, Narges

Title:

Design Trade-off for Cloud Storage

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cloud
Cloud Storage
Storage Design
Cloud Storage Design
Serverless
SSD
NAND Flash Memories
Serverless Computing
Cloud Computing
Solid State Drives

File:

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Committee Members:

George Kesidis, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
Bhuvan Urgaonkar, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair