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Author:

Lu, Hanlin

Title:

Data Reduction for Communication-efficient Machine Learning

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

distributed machine learning
coreset
distributed k-means
quantization
dimensionality reduction
edge-based machine learning

File:

Download Hanlin_Lu_dissertation.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
Lingzhou Xue, Outside Unit & Field Member
Ting He, Chair & Dissertation Advisor
Mehrdad Mahdavi, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Zientara, Peter

Title:

Design of a Vision Based Assistive System for Visually Impaired Persons

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

FPGA
Visually Impaired
Assistive System
Distributed
Heterogenous
Computer Vision
Grocery
CNN
DCNN

File:

Download peter_z_thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Ting He, Major Field Member
John Sampson, Major Field Member & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

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:

Zheng, Yi

Title:

Video Analytics with In-SSD Processing Approaches

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

In-Storage-Processing
SSD
Firmware
FTL
Wear-Leveling
ORAM
Non-Volatile Memory

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Huijuan Xu, Major Field Member
John Sampson, Major Field Member
John Messner, Outside Unit & Field Member

Author:

Hakimi, Zeinab

Title:

Efficient Deep Neural Networks Architectures for Video Analytics Systems

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Neural Networks
Object Recognition
Convolutional Neural Networks
Edge Computing
Distributed Camera Intelligence System

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Jack Carroll, Outside Unit & Field Member
Rui Zhang, Major Field Member
John Sampson, Major Field Member

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:

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:

Singh, Sonali

Title:

Co-Architecting Brain-inspired Algorithms and Hardware for Performance and Energy Efficiency

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Spiking Neural Networks
Neuromorphic Computing
Gradient descent
Low-power architectures
bio-inspired sensors

File:

Download NeuroCompDissertationDraftFinal.pdf

Committee Members:

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