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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:

Dasari, Chandu

Title:

Action classification for videos in sports

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Computer Vision
Sports Analytics
Human Pose Estimation
Open Pose
YoloV5
Machine Learning
Deep Learning

File:

Download Thesis_Chandu_Dasari.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mahanth Gowda, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Bhuvan Narendra Urgaonkar, Thesis Advisor/Co-Advisor

Author:

Lakshmidevi, Harieasswar

Title:

Accelerating Sparse LU Factorization

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

LU Factorization
GPU Acceleration
Sparse linear algebra
Symbolic factorization
Sparse linear solvers

File:

Download hlakshmidevi_masters_thesis.pdf

Committee Members:

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

Author:

George, Sumitha

Title:

Technology Driven Architecture Support for Memory Hierarchies

Graduate Program:

Computer Science and Engineering

Keywords:

Cache
Memory
FEFET
FeFET
NCFET
MDA
symmetric memory
2Dimensional Memory
2D Memory
Tag-less cache
Tagless
CAM
non-volatile
flip-flop
flipflop
Content Addressable Memory
Approximate CAM
Non volatility

File:

Download Uploaded_Thesis_Sumitha_George.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
John Morgan Sampson, Committee Member
Mahmut Taylan Kandemir, Committee Member
Sumeet Kumar Gupta, Special Member
Saptarshi Das, Outside Member
Chitaranjan Das, Program Head/Chair

Author:

Thinakaran, Prashanth

Title:

Embracing Heterogeneity in Cloud Platforms through Adaptable Resource Management Framework

Graduate Program:

Computer Science and Engineering

Keywords:

datacenters
cloud
accelerators
resource-management

File:

Download PrashanthThinakaran_Dissertation.pdf

Committee Members:

Chitaranjan Das, Dissertation Advisor/Co-Advisor
Mahmut Taylan Kandemir, Committee Chair/Co-Chair
George Kesidis, Committee Member
Clyde Lee Giles, Outside Member
Bikash Sharma, Special Member
Chitaranjan Das, Program Head/Chair
Chitaranjan Das, Committee Chair/Co-Chair
Mahmut Taylan Kandemir, Dissertation Advisor/Co-Advisor

Author:

Lee, Yunju

Title:

VAR: Vulkan API Remoting for GPU-accelerated Rendering and Computation in Virtual Machines

Graduate Program:

Computer Science and Engineering

Keywords:

Virtualization
GPU
Vulkan
API Remoting

File:

Download Lee-thesis.pdf

Committee Members:

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

Author:

Khadirsharbiyani, Soheil

Title:

A Comprehensive Study of Thermal-Aware Data Placement in 3D DRAMs: The Role of Data Convection and GPU Integration

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

3D Integrated Circuits
Temperature Optimization
Temperature Modelling
3D DRAM
Graphics processors
Data Placement
Thermal Issues

File:

Download Master_Thesis_SoheilKhadir.pdf

Committee Members:

Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member
Chitaranjan Das, Program Head/Chair