--- title: README emoji: 🏆 colorFrom: green colorTo: indigo sdk: static pinned: false --- # Welcome to the AI for Disaster Management (AI4DM) GitHub Organization This is the official GitHub organization for the **Advanced Study Institute on Artificial Intelligence for Disaster Management**, a 7-day intensive course sponsored by the **NATO Science for Peace and Security (SPS) Programme** (Grant G8054). The event will be held from **November 17-25, 2025**, at the **University of Central Florida's Institute for Simulation and Training** in Orlando, FL, USA. ## About This Organization This space serves as the central hub for all technical materials, code, datasets, and presentations related to the Advanced Study Institute. Our goal is to provide a lasting and accessible resource for all participants, both during and after the event. Here you will find a collection of repositories dedicated to the various sessions and hands-on labs covered in the course. ## Key Course Themes The curriculum is structured into two main parts, with dedicated repositories for each: * **Part 1: Automated Building Damage Identification** * Fundamentals of Image Classification & CNNs * Effective Training of Deep Learning Models * Hands-on Lab: Building a Damage Classification CNN with PyTorch * **Part 2: Automating Flood Event Detection Using Satellite Imagery** * Machine Learning Workflows for Geospatial Data * Utilizing Hardware-Accelerated Tools (GPUs) for Efficient Processing * Hands-on Lab: Deploying a Deep Learning Model for Flood Detection ## Navigating the Repositories Each repository is named to correspond with a specific session or topic from the event programme. Inside each repository, you will find: * Presentation slides (PDF) * Jupyter Notebooks or Python scripts for hands-on labs * Links to relevant datasets * Additional learning resources and documentation ## Event Information & Links * **Official Event Website:** [https://sites.google.com/view/nato-sps-ai4dm](https://sites.google.com/view/nato-sps-ai4dm) * **Contact the Organizers:** For questions about the event, please email Dr. Bulent Soykan at `Bulent.Soykan@ucf.edu`. --- *This activity is sponsored by the NATO Science for Peace and Security Programme under grant G8054.*