We have the following amazing course projects from the CSE 60625: Advanced Topics in Machine Learning class.
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Machine Learning Applications
- Jialiang Fan. Reinforcement Learning via Inverse Constrained RL
- Sangsin Lee. Enhancing the Quality and Productivity of DRAM DDR5 Module Products Using a Defect Type Identification Model
- Dan Schrage, Sean Dougherty. PassIQ: A Metric for Grading NFL Quarterback Decision-Making
- Mrinal Sharma. Autoencoder-Based Network Intrusion Detection Using UNSW-NB15 Dataset: Methodology and Performance Evaluation
- Joseph Osborn. Algorithmic Pre-training for Human-in-the-loop-robotics
- Sahil Khandelwal. OOD Sketch Recognition
Computer Vision Related
- Yikang Gong, Haoxinran Yu. Fine-tuning SAM2 for Automated Segmentation of Calcium Signaling in Simulated Non-Excitable Tissues
- Samuel Webster. Domain-Agnostic Saliency Generation using Eigenface and Fisherface
- Bofang Zheng, Xianshi Ma. Clustering-Based Feature Analysis for Surgical Phase Recognition
- Robert Wallace. Investigating Webcam Model Improvement Through Machine Learning Models
LLMs Related
- Christopher Fakhimi, Matthew Lad. Local Fine-Tuning for Literary Style Replication
- Anthony Battaglia, Thomas Lohman. LLMs as Generative Dynamic Conversational Partners for Language Learning
- Guangming Liu, Zach Stichter, Shravan Kumar Sharma. Google Gemini can Perform Accurate Quantum Mechanical Derivations
- Zixuan Weng. Foot-In-The-Door: A Multi-turn Jailbreak for LLMs
- Xiangqi Wang, Yue Huang, Xiaonan Luo. AdaReasoner: Adaptive Reasoning Enables More Flexible Thinking
- Kaixiang Zhao. AutoAgentGNN: Automated LLM Agent Architecture Optimization via GNN-guided Supernet Search
- Georgia Li. AI-Powered Crochet Pattern Instruction Generation
- Jozef Porubcin. DeepSpeak: Smart Notifications for Group Chats