Getting Started

  • Welcome & Overview
  • Logistics & Format
  • Prerequisites
  • Project Component

Week 1 — Agentic Cowork Tools

  • Overview & Objectives
  • How LLMs & Agents Work
  • Working with Claude & Claude Cowork
  • Claude Code at Scale

Week 2 — Agentic Systems

  • Overview & Objectives
  • REACT Loops & Harnesses
  • Building Good Skills
  • Agentic Workflow Systems

Week 3 — Deep Learning

  • Overview & Objectives
  • DL Architectures & Training
  • Open-Source Models & Evaluation
ESDS Advanced/Getting Started/Prerequisites
OverviewESDS CourseAll Programs

Up next

Project Component

Team projects that build real NOAA/NCICS tools, drawing one piece from each of the three modules into a final product.

On this page

    Prerequisites

    ESDS Advanced is built so that the first week is broadly accessible, while later material assumes more. Prerequisites are layered by week — and even by day.

    Week 1 — Agentic Cowork Tools

    • First two days: no prerequisites. Anyone can join to learn how LLMs and agents work and how to use Claude and Claude Cowork.
    • Next three days: interest and ability in scientific programming, since this is where we move into Claude Code for real development work.

    Week 2 — Agentic Systems

    • Prerequisite: Week 1.

    Week 2 builds directly on the cowork-tools and Claude Code skills from Week 1, so completing the first week is required.

    Week 3 — Deep Learning

    • Prerequisite: Week 1 and scientific programming experience.

    Week 3 involves building, training, and evaluating models in PyTorch on AWS GPUs, which assumes comfort with scientific programming in addition to the Week 1 material.

    A note on accounts and access

    You'll need access to the course's cloud resources and to Claude / Claude Cowork and Claude Code. Account setup and access portals are handled during onboarding — reach out to the course organizers if anything is missing.