Spring 2025
CMSC848N Generative AI Agents
- https://umd-huang-lab.github.io/cmsc848n-fall2025/
- This course introduces the foundations and frontiers of generative AI agents: autonomous systems built on large language and vision models that can reason, plan, act, use tools, and adapt in complex environments.
- SYLLABUS: (1) Foundations of generative AI agents. (2) Alignment and post-training for agents. (3) Reasoning and self-improvement. (4) Agentive workflows and multi-agent systems. (5) Web and code agents.(6) Robustness, safety, and evaluation. (7) Beyond digital environments.
Fall 2020
CMSC828U Algorithms in Machine Learning: Guarantees and Analyses
- Course Website: http://www.cs.umd.edu/class/fall2020/cmsc828u/
- YouTube Videos: https://www.youtube.com/playlist?list=PLM0SC1uXFSPo5TO_UN7fia1luj73yuHEC
Spring 2019
CMSC828U Algorithms in Machine Learning: Guarantees and Analyses
Fall 2018
CMSC498V Advanced Topics in Machine Learning
Spring 2018
CMSC422 Introduction to Machine Learning
Fall 2017
CMSC 828R Machine Learning: Spectral Methods and Reinforcement Learning