This list may evolve during the semester, please check regularly

Foundations

• Machine Learning - Notes
• Deep Neural Networks - Notes
• https://www.youtube.com/watch?v=aircAruvnKk&t=3s
• https://www.youtube.com/watch?v=IHZwWFHWa-w&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=2
• Transformers - Notes
• https://www.youtube.com/watch?v=LPZh9BOjkQs&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=5
• https://www.youtube.com/watch?v=wjZofJX0v4M&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=6
• https://arxiv.org/abs/1706.03762

Building AI Agents - Design and Engineering

• https://gerred.github.io/building-an-agentic-system/index.html
• https://www.anthropic.com/engineering/building-effective-agents
• https://arxiv.org/abs/2303.17651
• https://arxiv.org/abs/2510.09244
• https://www.anthropic.com/engineering/multi-agent-research-system
• https://www.worldscientific.com/worldscibooks/10.1142/14380#t=aboutBook
• https://modelcontextprotocol.io/docs/getting-started/intro
• https://modelcontextprotocol.info/tools/registry/