1. SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS Open Access 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 LearningDeep LearningNeural NetworksArtificial Neural NetworksPoisson RegressionSoccerSports AnalyticsBettingPredictive ModellingMoneyball AnalyticsSoftMax ClassifierRegressioneffects encodingfeed-forward networksbackpropagationgradient descentresilient backpropagationNewton's MethodTaylor Series expansionManhattan RuleBroyden–Fletcher–Goldfarb–Shanno algorithmBFGSQuasi-Newton Methods File: Download Juan_GomezLorente.pdf Thesis Supervisors: Hui Yang, Thesis SupervisorDr. Catherine Mary Harmonosky, Thesis Honors Advisor
2. Deep Ensemble Learning for Robust Defense Against Adversaries Open Access Author: Adams, Ethan Title: Deep Ensemble Learning for Robust Defense Against Adversaries Area of Honors: Information Sciences and Technology Keywords: AIArtificial IntelligenceMLMachine LearningTensorFlowKerasPythonAI SecurityEnsemble LearningDeep LearningNeural NetworksAdversarialAdversaries File: Download Adams_ThesisFinal.pdf Thesis Supervisors: Mahdi Nasereddin, Thesis SupervisorSandy Feinstein, Thesis Honors Advisor
3. Using a UAV and Edge Computing to Identify and Throw Away Trash Open Access Author: Eden, Grant Title: Using a UAV and Edge Computing to Identify and Throw Away Trash Area of Honors: Computer Engineering Keywords: UAVDroneMachine LearningEdge ComputingDeep Learning File: Download ThesisHonorsGrantEden.pdf Thesis Supervisors: Vijaykrishnan Narayanan, Thesis SupervisorJohn Morgan Sampson, Thesis Honors Advisor
4. UNDERSTANDING DOUBLE DESCENT BEHAVIOR IN DEEP LEARNING NEURAL NETWORKS Open Access Author: Dutta, Shubhangam Title: UNDERSTANDING DOUBLE DESCENT BEHAVIOR IN DEEP LEARNING NEURAL NETWORKS Area of Honors: Computer Engineering Keywords: Deep LearningNeural NetworksDouble DescentMachine Learning File: Download SHC_thesis_Double_Descent.pdf Thesis Supervisors: Mehrdad Mahdavi, Thesis SupervisorJohn Morgan Sampson, Thesis Honors Advisor
5. Improving Trust in Deep Learning by Augmented Deep K-Nearest Neighbors Open Access Author: Tickner, Sarah Title: Improving Trust in Deep Learning by Augmented Deep K-Nearest Neighbors Area of Honors: Engineering Science Keywords: Machine LearningDeep LearningNeural NetworksTrustDKNNKNN File: Download Tickner_Thesis_SHC.pdf Thesis Supervisors: Bruce Einfalt, Thesis SupervisorGary L Gray, Thesis Honors Advisor
6. Predicting Ulnar Collateral Ligament Injury in Rookie Major League Baseball Pitchers Open Access Author: Rendar, Sean Title: Predicting Ulnar Collateral Ligament Injury in Rookie Major League Baseball Pitchers Area of Honors: Data Sciences Keywords: Machine LearningDeep LearningInjury PredictionUlnar Collateral LigamentMajor League Baseball File: Download Rendar_Sean_Predicting_Ulnar_Collateral_Ligament_Injury_in_Rookie_Major_League_Baseball_Pitchers.pdf Thesis Supervisors: Fenglong Ma, Thesis SupervisorJohn Yen, Thesis Honors Advisor
7. Scientific Image Captioning with Visual Attention Models Open Access Author: Chen, Bill Title: Scientific Image Captioning with Visual Attention Models Area of Honors: Engineering Science Keywords: Deep LearningMachine LearningInformation RetrievalComputer VisionNatural Language ProcessingImage Captioning File: Download chen_bill_thesis_final.pdf Thesis Supervisors: C Lee Giles, Thesis SupervisorLucas Jay Passmore, Thesis Honors Advisor
8. Cross-Species Prediction of Transcription Factor Binding Restricted (Penn State Only) Author: Agarwala, Vandana Title: Cross-Species Prediction of Transcription Factor Binding Area of Honors: Computer Science Keywords: Gene RegulationDeep LearningTransfer LearningDomain AdaptationComputational BiologyBioinformaticsMachine Learning File: Login to Download Thesis Supervisors: Shaun Mahony, Thesis SupervisorJohn Joseph Hannan, Thesis Honors Advisor