Id	Project	Basic skills	Preferred skills	Data	Model	#	References	Student(s)
1	Categorical quantification of student learning from qualitative textual data.	Statistical analysis	AI models in Python	Real student data from UC Merced	Llama 3b / GPT	3	Shailja et al. ASEE 2024, Xiao et al. IUI 2023
2	LLM autograder: integrating feedback along with grades	Python	AI models in Python	Student data from UC Merced	LLama 3b-8	1	Oli et al. 2024	Anirudh Kaushal
3	LLM autograder: test and compare models	Python	AI models in Python	Student data from UC Merced	LLama, GPT, Bert	1	Oli et al. 2024	Collin Chuang
4	LLM autograder: cost analysis	Python	Economic feasibility analysis	Data on GPU usage/TA costs	LLama, University cost models	1		Alan Barrios
5	LLM autograder: effect of prompts	Python	Prompt engineering	Student data from UC Merced	LLama 3b	1		Mohit Ramesh Kumar
6	LLM autograder: integrate unit tests	Python	AI models in Python	Student data from UC Merced	LLama 3b	1		Max Fu
7	A web-app for Python-based modeling of protein expression.	Python	Web dev (for ex, Flask)	Experimental data from Caltech	Networks w/ BioCRNpyler	1	Jurado et al. bioRxiv 2023,GitHub for Python models	Syuan Wallace
8	Self-driving car navigation using large-language models.	Python	CARLA/Unity or other backend sim	Waymo Open dataset	Llama 3b	3	Wei et al. arXiv 2024, Shi et al. arXiv 2022	Areesha Imtiaz, Dheeraj Somashekar
9	Evaluation of tokenization schemes on LLM performance.	Python	AI interpretability	Truthful QA	Llama 3b	2	Yang arXiv 2024, Lin et al. arXiv 2021	Saaketh Raghava, William Yang
10	Safe navigation with transformer models	Python	Control theory	Srinivasa et al. 2019	RL models	1	Meng et al. arXiv 2023	Rachit Jaiswal
11	AI-driven hands-on activities for introductory programming education	Python/MATLAB	Web app/GUI			1

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