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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:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member