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Deep Learning
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Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models
Keyword:
Data Science
,
Machine Learning
,
Pretrained Models
,
Generative Modeling
,
Deep Learning
, and
Bias
Creator:
Gerych, Walter
Advisor:
Rundensteiner, Elke A.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-06
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
RAPIDS: Rapid AI Platform for Innovating Data Science
Keyword:
High Performance Computing
,
Data Science
,
Generative AI
,
Deep Learning
,
Big Data
, and
Machine Learning
Creator:
Talley, Caleb
,
Patel, Jai
, and
Ussrey, Natasha
Advisor:
Liu, Xiaozhong
and
Heineman, George T.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-25
Resource Type:
Major Qualifying Project
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation
Keyword:
Deep Learning
,
Representation Learning
,
Transfer Learning
, and
Chemical Sensing
Creator:
Moore, Alexander
Advisor:
Mangoubi, Oren Rami
,
Eltabakh, Mohamed Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Learning Debiased Representations for Long-Tailed Visual Recognition
Keyword:
Imbalanced Learning
,
Machine Learning
, and
Deep Learning
Creator:
Lam, Prudence
Advisor:
Zhang, Ziming
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-05-06
Resource Type:
Major Qualifying Project
Knowledge Amalgamation from Heterogeneous Pre-Trained Models
Keyword:
Pre-Trained Models
,
Deep Learning
, and
Knowledge Amalgamation
Creator:
Thadajarassiri, Jidapa
Advisor:
Kong, Xiangnan
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-18
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Deep Learning for Reflected Backwards Stochastic Differential Equations
Keyword:
Mathematical Finance
,
Stochastic Differential Equation
, and
Deep Learning
Creator:
Miller, Frederick
Advisor:
Sturm, Stephan
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-23
Resource Type:
Major Qualifying Project
MiseEnPlace : Fine- and Coarse-grained Approaches for Mobile-Oriented Deep Learning Inference
Keyword:
Mobile Deep Inference
,
Deep Learning
, and
Cloud Computing
Creator:
Ogden, Samuel
Advisor:
Guo, Tian
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-09-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals
Keyword:
Signal Processing
,
Activation Function
,
Electromagnetics
,
Neural Networks
,
Deep Learning
, and
Polynomial Activation
Creator:
Witz, Evan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-05
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
Applications of Deep Learning in Brain Injury Biomechanics and Spine Image Registration
Keyword:
Spine Image Registration
,
Image-guided Surgery
,
Concussion
,
Deep Learning
, and
Brain Injury
Creator:
Wu, Shaoju
Advisor:
Ji, Songbai
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-03
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Biomedical Engineering
Modeling Approaches to Understanding Bumblebee Behavior and Population Decline
Keyword:
Simulation
,
Pollinator Decline
,
Bumblebees
,
Memory
,
Deep Learning
, and
Agent-based model
Creator:
Heath, Kevin
Advisor:
Ryder, Elizabeth F.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Bioinformatics & Computational Biology
Developing Robotic Solutions for the Recycling Industry V.3
Keyword:
Object Detection
,
Waste Sorting
,
Environmental Robotics
,
Human Robot Interaction
,
Deep Learning
, and
Recycling
Creator:
Wach, Lauren
,
Bargman, Nathan
,
Tulig, Conrad
,
Fichtner, Kaitlyn
,
Ruping, Garett
, and
Marquette, Mary
Advisor:
Rudolph, Jennifer
,
Calli, Berk
, and
Wodin-Schwartz, Sarah Jane
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-27
Resource Type:
Major Qualifying Project
Evaluating Energy Efficiency of GPUs using Machine Learning Benchmarks
Keyword:
GPU
,
Energy Efficient
,
Machine Learning
,
Transformer
, and
Deep Learning
Creator:
Foster, Brett
Advisor:
Taneja, Shubbhi
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-28
Resource Type:
Major Qualifying Project
Stock Market Simulation
Keyword:
Convolutional Neural Network
,
Machine Learning
,
Deep Learning
,
Technical Analysis
,
Recurrent Neural Network
, and
Fundamental Analysis
Creator:
Rathi, Ishan
,
Anand, Rohan
, and
Roskind, Brianna
Advisor:
Tang, Dalin
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-04
Resource Type:
Interactive Qualifying Project
Robust Deep Learning Algorithms for System Identification
Keyword:
Ordinary Differential Equations
,
Deep Learning
,
Neural Network
,
Generalization Gap
,
System Identification
, and
Neural Network Regularization
Creator:
Negrini, Elisa
Advisor:
Capogna, Luca
and
Citti, Giovanna
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
Searching for Contextual Subtasks for Semantic Segmentation
Keyword:
Computer Vision
,
Deep Learning
, and
Semantic Segmentation
Creator:
McLaughlin, Connor
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-28
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Computer Science
Prediction and Observation Timing in Time Series Classification
Keyword:
Time Series
and
Deep Learning
Creator:
Hartvigsen, Thomas
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-14
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Redesigning Deep Neural Networks for Resource-Efficient Inference
Keyword:
Deep Learning
,
Neural Network
,
Efficient Inference
, and
Mobile Inference
Creator:
Dai, Xin
Advisor:
Guo, Tian
and
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-01-26
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
IndexPen: Two-Finger Text Input with Millimeter-Wave Radar
Keyword:
Real-time Signal Processing
,
Deep Learning
,
Transfer Learning
,
Mobile Computing and Human Computer Interaction
,
Radio Frequency(RF) signal
, and
Embedded System
Creator:
Wei, Haowen
Advisor:
Solovey, Erin
and
Pahlavan, Kaveh
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-11-17
Resource Type:
Major Qualifying Project
Understanding User Perceptions and Accuracy of Real-time In-Air Text Entry With Millimeter Wave Radar
Keyword:
Deep Learning
,
Mobile Computing and Human Computer Interaction
,
Embedded System
,
Real-time Signal Processing
,
Transfer Learning
, and
Radio Frequency(RF) signal
Creator:
Wei, Haowen
Advisor:
Pahlavan, Kaveh
and
Solovey, Erin
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-13
Resource Type:
Interactive Qualifying Project
Autonomous Driving Perception System on FPGA
Keyword:
FPGA
,
Deep Learning
, and
Autonomous Driving
Creator:
Bai, Lin
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-11-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Electrical & Computer Engineering
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