AAI_2025_Capstone_Chronicles_Combined

Table of Contents Spring 2025 NIH Chest X-rays Classifier with Deep Learning …………..…………………………………………………………….. 6 ​ Daniel Arday, Will Kencel, Ksenia Kold Draw, Detect, Navigate: Transforming Doodles into Actionable Navigation Plans and Beyond ..…….. 28 ​ Elan Wilkinson, Parker Christenson, Gabriel Emanuel Colón, Dominic Fanucchi ResolveAI: AI-Driven IT Support Ticket Resolution .………………………………………………………………….. 49 ​ Arin DeLoatch, Kenneth DeVoe, Jabali Shah Evaluating Deep Learning Model Convergence in Chess via Nash Equilibria …………………………………. 74 ​ Philip Felizarta GAN and CNN Models to Improve X-Ray Diagnostic Accuracy …………………………………………………. 94 ​ Ned Kost, Pawan Tahiliani, Kim Vierczhalek TurbaNet: Efficient Parallel Training of Lightweight Neural Networks .………………………………………… 125 ​ Ethan Schmitt Summer 2025 Rapid ICU Mortality Prediction …………………….………………………………………………………………………….. 147 ​ Jeevan Gullinkala, Laxmi Sulakshana Rapolu, Subhabrata Ganguli Cinema Analytics and Prediction System ……………………………………………………………………………………. 168 ​ Rene Ortiz, Seema Mittal Surveying the Landscape of Mental Health: Machine Learning for Early Risk Detection ……………….. 201 ​ Prema Mallikarjunan, Aaron Ramirez, and Outhai Xayavongsa Unsupervised Learning in Education: Deep Embedded Clustering for Student-Chatbot Conversation Analysis …………………………………………………………………………………………….……. 225 ​ Vivian Perng, Brett Payton, and Douglas Code Breast Tumor Classification Using Quantum Neural Networks ….………………………………………….…… 254 ​ Matt Purkeypile WildScan: A Semi-Automated AI Pipeline for Wildlife Detection, Classification, and Continuous Learning .………………………………………………………………………………………….. 279 ​ Tyler Clinscales, Geoffrey Fadera, Edwin Merchan Fall 2025 Cervical Spine Fracture Detection Using Computer Vision ………………………………………………………… 304 ​ Andy Malinsky, Christopher Alleyne, Devin Eror, Jory Hamilton

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