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Author:

Kim, Dong

Title:

Sensor Aware Machine Learning For Edge Devices

Graduate Program:

Computer Science and Engineering

Keywords:

convolutional neural network
machine learning
synthetic dataset

File:

Download Chris_Dong_Hyun_Kim_Master_s_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Kyusun Choi, Committee Member
John Morgan Sampson, Committee Member

Author:

Choi, Jinhang

Title:

Context-Aware Design and Optimization of Embedded Deep Neural Network Architectures

Graduate Program:

Computer Science and Engineering

Keywords:

Deep Neural Networks
Design Automation
Parallel Architectures
Edge Computing

File:

Download JChoi-PhDDissertation-final.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
John Morgan Sampson, Committee Chair/Co-Chair
Mahmut Taylan Kandemir, Committee Member
Zihan Zhou, Outside Member
Chitaranjan Das, Program Head/Chair

Author:

Wong, Joseph

Title:

Smart Home Surveillance System Through Edge Computing

Graduate Program:

Computer Science and Engineering

Keywords:

smart home
edge computing
security
machine learning
deep learning
motion detection
facial recognition
fog computing

File:

Download thesis_grad.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Govindaraj, Vineetha

Title:

PowerPrep : A power management technique for user-facing datacenter workloads

Graduate Program:

Computer Science and Engineering

Keywords:

Datacenter workloads
computer architecture

File:

Download POWERPREP__A_POWER_MANAGEMENT_PROPOSAL_FOR_USER_FACING_DATACENTER_WORKLOAD__2_.pdf

Committee Members:

Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
John Morgan Sampson, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor

Author:

Chandran, Makesh Tarun

Title:

Processing In-Memory Architecture Incorporating Systolic Dataflow for Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Neural Networks
ReRAM
Processing-in-memory
Transformer
BERT
LSTM
CNN
Systolic

File:

Download Makesh_Thesis.pdf

Committee Members:

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

Author:

Thirucherai Govindarajan, Hariram

Title:

Optimization of Inter-Cache Traffic Entanglement in Tagless Caches with Tiling Opportunities

Graduate Program:

Computer Science and Engineering

Keywords:

Tagless cache

File:

Download Hariram_Masters_Thesis.pdf

Committee Members:

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

Author:

Eden, Grant

Title:

Using a UAV and Edge Computing to Identify and Throw Away Trash

Graduate Program:

Computer Science and Engineering

Keywords:

UAV
Edge Computing
Drone
TPU
Machine Learning

File:

Download ThesisGrantEden.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

George, Sumitha

Title:

Technology Driven Architecture Support for Memory Hierarchies

Graduate Program:

Computer Science and Engineering

Keywords:

Cache
Memory
FEFET
FeFET
NCFET
MDA
symmetric memory
2Dimensional Memory
2D Memory
Tag-less cache
Tagless
CAM
non-volatile
flip-flop
flipflop
Content Addressable Memory
Approximate CAM
Non volatility

File:

Download Uploaded_Thesis_Sumitha_George.pdf

Committee Members:

Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
John Morgan Sampson, Committee Member
Mahmut Taylan Kandemir, Committee Member
Sumeet Kumar Gupta, Special Member
Saptarshi Das, Outside Member
Chitaranjan Das, Program Head/Chair