NAIC WP7 — Demonstrators

Contents:

• Overview
  • Use Case Demonstrators
  • Summary Deliverables
  • Getting Started
  • Technology Stack
  • Infrastructure
• Use Cases
  • UC1 — Climate Indices Teleconnection Analysis
  • UC2 — PEM Electrolyzer PINN Optimizer
  • UC3 — Pseudo-Hamiltonian Neural Networks
  • UC4 — 3D Medical Image Registration & Segmentation
  • UC5 — Graph-Based Classification of AIS Time-Series Data
  • UC6 — Multi-Modal Optimization
  • UC7 — Latent Representation of PDE Solutions
• Common Patterns
  • Physics-informed ML generalizes better with fewer parameters
  • Data representation matters as much as model choice
  • NAIC infrastructure bridges interactive and batch computing
  • Reproducibility through self-contained repositories
  • Glossary
• Frequently Asked Questions
  • Getting Started
  • Infrastructure
  • Technical Setup
  • Using AI Coding Assistants
  • Troubleshooting
  • Citations and Contact
• Project team
  • Core Team
  • Institutions
  • Finances contact