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Open Access

Author:: Park, Sungho
Title:: system-on-chip integration of heterogeneous accelerators for perceptual computing
Graduate Program:: Computer Science and Engineering
Keywords:: perceptual computing
system-on-chip
heterogeneous accelerator
stream processing
File:: Download Sungho_Dissertation_Final.pdf
Committee Members:: Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Chair/Co-Chair
Mary Jane Irwin, Committee Member
Chitaranjan Das, Committee Member
Dongwon Lee, Committee Member
Kevin M Irick, Special Member

Open Access

Author:: Chandramoorthy, Nandhini
Title:: Design and Exploration of Accelerator-rich Multi-core Systems
Graduate Program:: Computer Science and Engineering
Keywords:: heterogeneous architectures
processor modeling
accelerator-rich architectures
File:: Download dissertation.pdf
Committee Members:: Vijaykrishnan Narayanan, Dissertation Advisor/Co-Advisor
John Morgan Sampson, Committee Chair/Co-Chair
Chitaranjan Das, Committee Member
Mary Beth Rosson, Committee Member
Kevin Irick, Outside Member
Luca Benini, Special Member

Open Access

Author:: Parija, Tulika
Title:: SAVING COMPUTATIONS BY EARLY INFERENCE TERMINATION
Graduate Program:: Computer Science and Engineering
Keywords:: Deep Neural Network
Convolutional Neural Network
File:: Download MS_Thesis_Tulika_Parija_2018.pdf
Committee Members:: Chitaranjan Das, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Committee Member
John Morgan Sampson, Committee Member

Open Access

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

Open Access

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

Open Access

Author:: Rampalli, Sahithi
Title:: A Processing-in-Memory Accelerator Architecture for Graph Analytics
Graduate Program:: Computer Science
Keywords:: processing-in-memory
PIM
graphs
graph analytics
accelerator
SpMV
sparse
File:: Download Thesis_Sahithi_Rampalli.pdf
Committee Members:: Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Chitaranjan Das, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
John Morgan Sampson, Committee Member

Open Access

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

Open Access

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

Open Access

Author:: Mahdizadeh Shahri, Sara
Title:: (Almost) Fence-less Persist Ordering
Graduate Program:: Computer Science
Keywords:: Persistent memory
Memory persistency model
File:: Download SaraMahdizadehShahri_MS_Thesis.pdf
Committee Members:: Aasheesh Kolli, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Committee Member
Anand Sivasubramaniam, Committee Member

Open Access

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

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