Getting Started

  • Welcome & Overview
  • Logistics & Format
  • Team Participation
  • Prerequisites
  • Setup & Day 0 Checklist
  • AI Course Assistant (Aca)

Week 1 — Agentic Cowork Tools

  • Week 1 Overview
  • Week 1 Schedule
  • Week 1 Resources

Week 2 — Agentic Systems

  • Week 2 Overview
  • Week 2 Schedule
  • Week 2 Resources

Week 3 — Deep Learning

  • Week 3 Overview
  • Week 3 Schedule
  • Week 3 Resources

Week 4 — Foundation Models in Research

  • Week 4 Overview
  • Week 4 Schedule
  • Week 4 Resources
ESDS Advanced/Week 1 — Agentic Cowork Tools/Week 1 Resources
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Week 2 Overview

Overview and goals for Week 2

On this page

    © Garrett Graham and Denis Willett 2026

    Week 1 — Resources

    Links and references from the Week 1 sessions, grouped by class.

    How LLMs Work

    • Tokenization Demonstration — interactive demo of how text is split into tokens.
    • Embedding Projector — visualize how words are placed in embedding space.

    From Models to Agents

    • ReAct: Synergizing Reasoning and Acting in Language Models — the paper behind the ReAct loop.

    Context Engineering

    • Claude System Prompts — Anthropic's published system prompts.
    • Academic Humanizer (SKILL.md) — a real-world example of a Skill.
    • Open Deep Research — prompts — example deep-research prompts.

    Course Tools

    • Aca — AI Course Assistant — the AI assistant wired into this course.