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Author:

Gomez Lorente, Juan

Title:

SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS

Area of Honors:

Industrial Engineering

Keywords:

Machine Learning
Deep Learning
Neural Networks
Artificial Neural Networks
Poisson Regression
Soccer
Sports Analytics
Betting
Predictive Modelling
Moneyball Analytics
SoftMax Classifier
Regression
effects encoding
feed-forward networks
backpropagation
gradient descent
resilient backpropagation
Newton's Method
Taylor Series expansion
Manhattan Rule
Broyden–Fletcher–Goldfarb–Shanno algorithm
BFGS
Quasi-Newton Methods

File:

Download Juan_GomezLorente.pdf

Thesis Supervisors:

Hui Yang, Thesis Supervisor
Dr. Catherine Mary Harmonosky, Thesis Honors Advisor

Author:

Adams, Ethan

Title:

Deep Ensemble Learning for Robust Defense Against Adversaries

Area of Honors:

Information Sciences and Technology

Keywords:

AI
Artificial Intelligence
ML
Machine Learning
TensorFlow
Keras
Python
AI Security
Ensemble Learning
Deep Learning
Neural Networks
Adversarial
Adversaries

File:

Download Adams_ThesisFinal.pdf

Thesis Supervisors:

Mahdi Nasereddin, Thesis Supervisor
Sandy Feinstein, Thesis Honors Advisor

Author:

Eden, Grant

Title:

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

Area of Honors:

Computer Engineering

Keywords:

UAV
Drone
Machine Learning
Edge Computing
Deep Learning

File:

Download ThesisHonorsGrantEden.pdf

Thesis Supervisors:

Vijaykrishnan Narayanan, Thesis Supervisor
John Morgan Sampson, Thesis Honors Advisor

Author:

Dutta, Shubhangam

Title:

UNDERSTANDING DOUBLE DESCENT BEHAVIOR IN DEEP LEARNING NEURAL NETWORKS

Area of Honors:

Computer Engineering

Keywords:

Deep Learning
Neural Networks
Double Descent
Machine Learning

File:

Download SHC_thesis_Double_Descent.pdf

Thesis Supervisors:

Mehrdad Mahdavi, Thesis Supervisor
John Morgan Sampson, Thesis Honors Advisor

Author:

Tickner, Sarah

Title:

Improving Trust in Deep Learning by Augmented Deep K-Nearest Neighbors

Area of Honors:

Engineering Science

Keywords:

Machine Learning
Deep Learning
Neural Networks
Trust
DKNN
KNN

File:

Download Tickner_Thesis_SHC.pdf

Thesis Supervisors:

Bruce Einfalt, Thesis Supervisor
Gary L Gray, Thesis Honors Advisor

Author:

Rendar, Sean

Title:

Predicting Ulnar Collateral Ligament Injury in Rookie Major League Baseball Pitchers

Area of Honors:

Data Sciences

Keywords:

Machine Learning
Deep Learning
Injury Prediction
Ulnar Collateral Ligament
Major League Baseball

File:

Download Rendar_Sean_Predicting_Ulnar_Collateral_Ligament_Injury_in_Rookie_Major_League_Baseball_Pitchers.pdf

Thesis Supervisors:

Fenglong Ma, Thesis Supervisor
John Yen, Thesis Honors Advisor

Author:

Chen, Bill

Title:

Scientific Image Captioning with Visual Attention Models

Area of Honors:

Engineering Science

Keywords:

Deep Learning
Machine Learning
Information Retrieval
Computer Vision
Natural Language Processing
Image Captioning

File:

Download chen_bill_thesis_final.pdf

Thesis Supervisors:

C Lee Giles, Thesis Supervisor
Lucas Jay Passmore, Thesis Honors Advisor

Author:

Agarwala, Vandana

Title:

Cross-Species Prediction of Transcription Factor Binding

Area of Honors:

Computer Science

Keywords:

Gene Regulation
Deep Learning
Transfer Learning
Domain Adaptation
Computational Biology
Bioinformatics
Machine Learning

File:

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Thesis Supervisors:

Shaun Mahony, Thesis Supervisor
John Joseph Hannan, Thesis Honors Advisor