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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

Author:

Kannan, Adithya Krishnan

Title:

OPTIMIZING PRIVACY PRESERVING NEURAL NETWORKS EMPLOYING HOMOMORPHIC ENCRYPTION

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Privacy Preserving Machine Learning
Homomorphic Neural Networks

File:

Login to Download

Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Committee Member

Author:

Jao, Nicholas

Title:

Non-Volatile Memory Design Based On Crossbar Architecture Towards Low Power Systems and Processing In-Memory

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Emerging Non-Volatile Memory
Computing In-Memory
Modelling
in-situ computing
ferroelectric tunnel junction
magnetic tunnel junction
device-circuit codesign
circuit-architecture codesign
phase change memory

File:

Download Dissertation_Jao_Final.pdf

Committee Members:

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