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Author:

Ramanathan, Akshay Krishna

Title:

Stacked-3D and Processing-in-memory Solutions for Data-intensive and Persistent Applications

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Processing-in-memory
Computer Architecture
Persistent Applications
SRAM
Neural Network Acceleration
Non-volatile memory
VLSI

File:

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Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Swaroop Ghosh, Major Field Member
Abhronil Sengupta, Major Field Member
Mehdi Kiani, Major Field Member
Ying Liu, Outside Unit & Field Member
Kultegin Aydin, Program Head/Chair

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