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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:

O'Connor, Philip

Title:

Machine Learning For Electromagnetic Metamaterial Design

Area of Honors:

Electrical Engineering

Keywords:

Machine Learning
Metamaterial Antennas
Computational Electromagnetics
Neural Networks

File:

Download OConnor_Schreyer_Thesis_Final.pdf

Thesis Supervisors:

Douglas Henry Werner, Thesis Supervisor
Julio Urbina, 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:

Ahmed, Raiid

Title:

Categorizing Synthetic Aperture Sonar Imagery Using Pre-Trained Neural Networks and Artificial Data

Area of Honors:

Mechanical Engineering

Keywords:

Mechanical Engineering
Machine Learning
Neural Networks
Acoustics
Sonar
3D Printing
CAD
MATLAB
LabVIEW
Python
Fast.ai
MNIST

File:

Download Ahmed_Raiid_Categorizing_Synthetic_Aperture_Sonar_Imagery_Using_Pre-Trained_Neural_Networks_and_Artificial_Data.pdf

Thesis Supervisors:

Daniel C Brown, Jr., Thesis Supervisor
Bo Cheng, Thesis Honors Advisor

Author:

Burlovic, Benjamin

Title:

Defect Identification and Classification of Cellular Glass

Area of Honors:

Mechanical Engineering

Keywords:

Non Destructive Testing
Neural Networks
Image Classification
Machine Learning

File:

Download Burlovic_Benjamin_Honors_Thesis_Final.pdf

Thesis Supervisors:

Ryan L Harne, Thesis Supervisor
Margaret Louise Byron, Thesis Honors Advisor

Author:

Mitrik, Andre

Title:

Optimized Machine Learning via Brain-Inspired Neuromorphic Algorithms

Area of Honors:

Computer Engineering

Keywords:

Machine Learning
Spiking Neural Networks
Backpropagation
Principal Component Analysis
Neural Networks

File:

Download Andre_Mitrik_Thesis.pdf

Thesis Supervisors:

Abhronil Sengupta, Thesis Supervisor
John Morgan Sampson, Thesis Honors Advisor