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Author:

Challapalle, Nagadastagiri Reddy

Title:

DESIGN OF PROCESSING-IN-MEMORY ARCHITECTURES FOR DEEP LEARNING AND GRAPH APPLICATIONS

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Hardware Accelerator
Deep Learning Architecture
Deep Learning Hardware
Processing in Memory
Memory Augmented Neural Networks
Graph Convolution Neural Networks

File:

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Committee Members:

Chitaranjan Das, Major Field Member
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
John Sampson, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

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

Author:

Graybill, Philip

Title:

Embedded biomedical systems for assistive technology and state-of-vigilance forecasting

Graduate Program:

Electrical Engineering (PHD)

Keywords:

embedded systems
biomedical
microcontroller
FPGA
assistive technology
unscented Kalman filter
state of vigilance
sleep
forecasting
eyelid
optimization
wearable
epilepsy

File:

Download Philip_P_Graybill_-_Dissertation_220610.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
Minghui Zhu, Major Field Member
Bruce Gluckman, Co-Chair & Dissertation Advisor
Mehdi Kiani, Co-Chair & Dissertation Advisor
Andrew Geronimo, Outside Unit & Field Member
Kultegin Aydin, Program Head/Chair

Author:

Liao, Minli

Title:

Efficiently supporting and exploiting multiple concurrent views of data in the memory hierarchy

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation
Cache design
Symmetric memories
Crosspoint memory
2D memory access
Multi-view memory systems
Orientation prediction
Layout transformation

File:

Download Minli_Liao_Dissertation.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Major Field Member
Linhai Song, Outside Unit & Field Member
Mahmut Kandemir, Major Field Member
John Sampson, Chair & Dissertation Advisor

Author:

Homan, Eric

Title:

Context-Aware Perception for Edge and Embedded Devices

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Neural Network
Context Awareness
Reinforcement Learning
Autonomy

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Bradley Wyble, Outside Unit & Field Member
John Sampson, Major Field Member

Author:

Tavares, Leonardo Estevao

Title:

Automatic Recognition of Birdsong Syllables Using Ultra-Sparse Spike Sequence Representations

Graduate Program:

Physics (PHD)

Keywords:

birdsong
songbird
speech
speech recognition
syllable recognition
spike code
sparse representation
neuronal reconstruction
soma

File:

Download LeonardoESTavares-Dissertation.pdf

Committee Members:

Vijaykrishnan Narayanan, Outside Unit & Field Member
John Collins, Major Field Member
Chad Hanna, Major Field Member
Nitin Samarth, Program Head/Chair
Dezhe Jin, Chair, Minor Member & Dissertation Advisor