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Geospatial AI: Deep Learning for Satellite Imagery
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Geospatial AI: Deep Learning for Satellite Imagery

Senior Assist Prof Azad Rasul
4.2(6.9K students)
Self-paced
Intermediate

About this course

Transform satellite imagery into actionable insights with Geospatial AI! Dive into Geospatial AI: Deep Learning for Satellite Imagery and master the art of building AI models for geospatial analysis. This hands-on course equips you with cutting-edge skills to process Sentinel-2 imagery, design convolutional neural networks (CNNs), and tackle real-world challenges like crop health analysis, plant counting, land cover classification, and global weather emulation using FourCastNet.

Begin with Python and AI fundamentals, then advance to powerful tools like Google Colab, Google Earth Engine, TensorFlow, and PyTorch for handling large-scale geospatial data. Learn to preprocess satellite imagery, calculate geospatial indices, conduct zonal statistics, and optimize models through hyperparameter tuning and cross-validation. Compare deep learning with traditional machine learning methods like Random Forest to understand their strengths in geospatial contexts.

The course culminates in a capstone project where you’ll build a portfolio-ready land cover classification model, integrating data acquisition, preprocessing, and AI modeling. Perfect for data scientists, GIS professionals, or ML enthusiasts with basic Python and machine learning knowledge, this course bridges theory and practice to elevate your career in geospatial AI. Practical learning awaits!

Through guided projects and quizzes, you’ll apply AI to solve pressing geospatial challenges, from monitoring deforestation to optimizing agricultural yields, preparing you to make a tangible impact in this dynamic field. Enroll today to unlock the future of satellite imagery analysis and become a geospatial AI expert!

Skills you'll gain

Programming Languagesen

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Course Information

Level: Intermediate

Suitable for learners at this level

Duration: Self-paced

Total course content

Instructor: Senior Assist Prof Azad Rasul

Expert course creator

This course includes:

  • 📹Video lectures
  • 📄Downloadable resources
  • 📱Mobile & desktop access
  • 🎓Certificate of completion
  • ♾️Lifetime access
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