2024 Spring UVA CS - GenAI-Risk-Benefits

Feel free to email me, when you find my typos or have comments. The covered materials are by no means an exhaustive list of machine learning, but are contents that we have taught or plan to teach in my machine learning introductory course.
Please pay attention to special dates: (0305,0307) no class, spring recess; and (0430) Last lesson day of Spring 2024 .

Website for 2024 Spring-UVA-CS GenAI Risk and Benefits (Graduate Advanced)

Course Schedule and Notes

The schedule below is tentative and is continually subject to change; We will move at whatever pace we find comfortable.

Date	Week	Title / Blogpost	SlideDeck	Reading Team	Blog Team
0118	W1	Introduction		on nlp basics	instructor
0123	W2	LLM basics	Slides: S0-Intro	on llm basics	instructor
0125	W2	Survey LLMs and Multimodal FMs	Slides: S1-LLM	on FM list	instructor
01/30	W3	LLM evaluating framework	Slides: W3-LLMEvaluation-Team5	team-5	team-1
0201	W3	GenAI Guardrails	Slides: W3-Guardrail-Team3	team-3	team-2
0206	W4	Survey human alignment	Slides: W4-LLM-Human-AlignmentTeam5	team-5	team-3
0208	W4	Open Source LLM - Mistral Data preparation	Slides: W4-OpenSourceLLM	team-6	team-6
0213	W5	Survey AI Risk framework	Slides: W5-AI-RiskFramework	team-4	team-4
0215	W5	FM copyright infrigement	Slides: W5-FM-copyright-infrigement	team-6	team-5
0220	W6	FM privacy leakage issues	Slides: W6-FM-privacy-leakage	team-4	team-1
0222	W6	FM fairness / bias issues	Slides: W6-LLM-Bias-Fairness-Team5	team-5	team-2
0227	W7	FM toxicity / harmful outputs	Slides: W7-LLM-harm	team-1	team-3
0229	W7	LLM multimodal harm responses	Slides: W7-multimodal-LLMharm	team-3	team-4
0312	W8	More FM risk	Slides: W8-Team3-P3-moreRisk.pdf	team-3	team-5
0314	W8	Knowledge Augmented FMs	Slides: W8-T1-KnowledgeAugmentedFMs.pdf	team-1	team-6
0319	W9	LLM Hallucination	Slides: W9-Team3-P4-hallucination	team-3	team-1
0321	W9	Domain Centered FMs	Slides: W9-T2-domain-LLM	team-2	team-2
0326	W10	Model editing and Disgorgement	Slides: W10-T5-ModelEditing	team-5	team-3
0328	W10	LLM interpretibility, trust and knowledge conflicts	Slides: W10-T6-LLMInterpretibility	team-6	team-4
0402	W11	LLM Scaling law and Efficiency	Slides: W11-ScalinglawEfficientLLM	team-4	team-5
0404	W11	Prompt Engineering	Slides: W11-team-2-prompt-engineering-2	team-2	team-6
0409	W12	Self-exam LLM and reasoning	Slides: W12-team-2-self-exam-LLM	team-2	team-1
0411	W12	LLM Agents	Slides: W12-Team2-LLMAgents	team-2	team-2
0416	W13	MultiAgent LLMs	Slides: W13-MultiAgentLLMs	team-4	team-3
0418	W13	Recent LLM basics	Slides: W13-RecentLLMbasics	team-1	team-4
0423	W14	LLM fine tuning	Slides: W14-LLM-FineTuning	team-1	team-5
0425	W14	Advanced Transformer Architectures	Slides: W14_LLM_advanced_arch	team-6	team-6
0430	W15	Bonus session on KV Cache, Tooling and WMDP	Slides: W15-KVcahe-WMDP-Tools

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