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AI · ML · Markets

AI, ML, and Financial Markets Workshop Series

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The firm: Champaign Capital Research
Setup: Python, keys, Colab
Schedule and rules

Part 0 · Foundations for AI

0. How Large Language Models Work
0A Transformers and Mixture of Experts
0B How a Model Is Trained
0C Pre-, Mid- and Post-Training
0D Open-Source and Closed-Source Models
0E Training and Inference Compute
0F What an API Is
0G Agent Skills and MCP
0H System One Models

Part I · Agents

1. Introduction to AI Agents
2. Prompt and Context Engineering
- 2.1 Prompt Engineering
- 2.2 Context Engineering
3. Memory Retrieval and RAG

Foundations for ML

Foundations for ML

Part II · Machine learning

4. ML Foundations I
5. ML Foundations II

Part III · Systems and decisions

6. Agent Systems
7. When to Use ML, Agents, or Neither

Part IV · Finance

8. Financial Markets and AI as an Investment Theme
9. AI for Financial and Investment Research

Index

By Gies College of Business · MSBA

Runnable cells execute in your browser via Pyodide. Colab notebooks call Lumen, the campus LLM service, with your own key. Built by @ashcastelinocs124.