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Author:

Sarma, Anup

Title:

Optimizing Deep Learning for Memory and Compute : A joint Algorithm-Architecture Exploration

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Learning
Computer Architecture
Main Memory
CNN and RNN-LSTM
Inference and Training
Sparsity
Performance and Energy Efficiency

File:

Download Dissertation_copy_Final2.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
C Lee Giles, Outside Unit & Field Member
Asit K Mishra, Special Member
Chitaranjan Das, Program Head/Chair
Mahmut Kandemir, Dissertation Co-Advisor
Chitaranjan Das, Chair & Co-Dissertation Advisr

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

Author:

Tan, Tianxiang

Title:

Deep learning on Mobile Devices with Neural Processing Units

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Mobile computing
Edge computing
Deep Learning

File:

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Committee Members:

Bhuvan Urgaonkar, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair