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GeoAI with Python
A Practical Guide to Open-Source Geospatial AI
This book is 100% completeLast updated on 2026年03月29日
Satellites capture massive volumes of imagery every day, but turning pixels into insight requires AI. This book teaches you to build, train, and apply deep learning models to real satellite imagery using Python and open-source tools, with 23 chapters of executable code you can run today. All code examples are freely availabe at https://book.opengeoai.org.
This book is 100% completeLast updated on 2026年03月29日
Satellites capture massive volumes of imagery every day, but turning pixels into insight requires AI. This book teaches you to build, train, and apply deep learning models to real satellite imagery using Python and open-source tools, with 23 chapters of executable code you can run today. All code examples are freely availabe at https://book.opengeoai.org.
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About
About the Book
Learn to apply deep learning and AI to satellite imagery, aerial photos, and geospatial data using Python. This practical, hands-on guide walks you from downloading remote sensing data to training and evaluating deep learning models, all using open-source tools.
What you’ll learn
- Set up a complete GeoAI environment with Python, PyTorch, and GPU acceleration.
- Download satellite imagery from Microsoft Planetary Computer and open data portals.
- Create interactive maps and prepare training datasets from large satellite images.
- Train and evaluate models for seven core geospatial AI tasks: image recognition, object detection, semantic segmentation, instance segmentation, image translation, change detection, and pixel-level regression.
- Apply foundation models, including the Segment Anything Model (SAM), vision-language models, and satellite embeddings, to real-world Earth observation problems.
- Run AI workflows in QGIS without writing code using plugins for tree segmentation, water detection, and more.
Structure and format
- 23 chapters of executable code examples organized in five parts: Foundations, Data Acquisition and Preparation, Core AI Tasks, Foundation Models, and QGIS Plugins.
- All examples use real satellite imagery with PyTorch, torchgeo, segment-geospatial, leafmap, and geoai.
- All code and datasets are freely available on GitHub and Source Cooperative for full reproducibility.
Who it’s for
GIS professionals, remote sensing scientists, data scientists, and students who want to apply AI to geospatial data using Python and open-source tools.
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- Cover of GeoAI con PythonSpanish
- Cover of GeoAI 与 PythonChinese (Simplified)
- Cover of GeoAI avec PythonFrench
- Cover of GeoAI mit PythonGerman
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- Cover of GeoAI com PythonPortuguese (European)
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