GeoAI Tutorials - This FREE Tool Creates Satellite Training Data in SECONDS

Need satellite training data fast? 🛰️ In this step-by-step tutorial, learn how to prepare geospatial training data for deep learning in seconds using the free open-source GeoAI Python package. Whether you’re working with raster or vector data, this tool automates image tiling, annotation overlays, and deep learning prep in just one line of code! ✅ Perfect for building detection ✅ Works with Google Colab or locally ✅ Visualize data, tile imagery, and kickstart model training – all in minutes! 📌 Includes real examples, Hugging Face datasets, and deep learning model setup. 🔗 Try it yourself – https://opengeoai.org/examples/create_training_data/ 00:00 - Intro: Create Training Data in Seconds 00:23 - Common Geospatial Data Formats (Raster & Vector) 01:03 - What You Need for Deep Learning (Imagery + Annotations) 01:09 - Tool Overview: GeoAI Python Package 01:22 - Downloading Sample Data (OpenGeoAI Example) 01:46 - Running in Google Colab (with GPU) 02:15 - Setting Up Locally (Alternative Option) 02:52 - Scenario 1: Single Image + Single Vector 04:00 - Exploring Sample Data Structure 05:18 - Visualizing Vector Labels on Raster Imagery 06:15 - Exporting Image Chips for Deep Learning 07:30 - Tiling Parameters: Size, Stride, and Classes 08:24 - Advanced Options: Skip Empty Tiles, Buffer Radius 09:20 - Output Results: Image & Mask Tiles 10:45 - Scenario 2: Multiple Images + Single Vector 11:50 - Scenario 3: Multiple Images + Matching Multiple Vectors 13:25 - Displaying Final Training Chips 14:25 - Handling Overlap and Buffering 15:40 - Final Data Visualization of Tiles 17:00 - Preparing for Model Training 17:55 - Training Segmentation Model (UNet + ResNet34) 18:40 - Evaluating Model Performance (IOU, F1 Score) 19:30 - Next Steps & Outro #DeepLearning #GeoAI #SatelliteImagery #GeospatialData #Python #ComputerVision #MachineLearning #AItools 📺 GeoAI Playlist: https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPcvENqwaPa_QwbbkZ5sctZE 📘 Get my new Book - Introduction to GIS Programming: A Practical Python Guide to Open Source Geospatial Tools 👉 Amazon: https://amazon.com/dp/B0FFW34LL3 👉 Leanpub: https://leanpub.com/gispro 👋 Let’s Connect: YouTube: https://youtube.com/@giswqs LinkedIn: https://www.linkedin.com/in/giswqs Twitter: https://twitter.com/giswqs Facebook: https://www.facebook.com/groups/opengeos