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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:

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:

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:

Li, Zheyu

Title:

Accelerating Data-intensive Bioinformatic Workloads

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Bioinformatic
Genome sequencing
FPGA
In-memory computing
Whole Silde Imaging
Max Cut
Nanopore Sequencing
Sorting

File:

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Committee Members:

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