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Author:

Jiang, Huaipan

Title:

Exploration of Machine Learning Based Acceleration Methodologies

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Machine learning
Acceleration
Approximation

File:

Download Exploration_of_Machine_Learning_Based_Acceleration_Methodologies.pdf

Committee Members:

Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Mehrdad Mahdavi, Major Field Member
Nikolay Dokholyan, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Liu, Yilin

Title:

Finger Motion Analysis for Interactive Applications using Wearable and Wireless IoT devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Finger motion tracking
Machine learning
Deep learning
Wearable sensing
Human behavior sensing
Wireless sensing

File:

Download yilin_thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Bin Li, Major Field Member
Bhuvan Urgaonkar, Major Field Member
Mahanth Gowda, Chair & Dissertation Advisor
Amulya Yadav, Outside Unit & Field Member

Author:

Ryoo, Jihyun

Title:

Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Computer architecture
Architecture profiling
Machine learning
Deep learning
Analysis model
High performance computing
Manycore systems
Parallel computing

File:

Download Jihyun_Ryoo_Dissertation.pdf

Committee Members:

Kamesh Madduri, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair