AI-Powered Crop Classification Using Hugging Face and Satellite Data

🎓 Learn modern GIS with my new courses! ➡️ https://moderngis.xyz ⬅️ 🎉 My modern GIS community is open - Spatial Lab ➡️ https://www.spatialstack.ai/ ⬅️ 📖 My Spatial SQL book is out now! ➡️ http://spatial-sql.com/ ⬅️ 📰 Get the best tech news and support this channel - subscribe to TLDR ➡️ https://tldr.tech/signup?utm_source=MattForrest&utm_campaign=MattForrest-cpa-campaign&utm_medium=newsletter-sponsorship ⬅️ 📖 My Spatial SQL book is out now! ➡️ http://spatial-sql.com/ ⬅️ 🚀 Unlock the power of AI to classify croplands from satellite images! In this tutorial, I'll show you how to use a pre-trained model on Hugging Face to efficiently identify croplands from satellite data. Whether you're into agriculture, remote sensing, or just love AI, this demo breaks down the steps you need to harness cutting-edge machine learning for land classification. Model on Hugging Face: https://huggingface.co/spaces/ibm-nasa-geospatial/Prithvi-100M-multi-temporal-crop-classification-demo EarthData from NASA: https://search.earthdata.nasa.gov/search 0:00 Intro 1:05 Foundational Models for Earth Observation 5:47 IBM/NASA Prithvi Models 10:30 Download Sentinel-2 Imagery 16:39 Merge and clip in QGIS 22:37 Model results! Thanks for watching! You can support this channel in a few different ways: 🎓 Learn more and earn certificates in GIS, spatial data science, and data science (affiliate links): Geographic Information Systems (GIS) Specialization from UC Davis: https://imp.i384100.net/n1Kyxo Spatial Data Science and Applications from Yonsei University: https://imp.i384100.net/9W6E6W Python for Everybody from University of Michigan: https://imp.i384100.net/BX3P31 Remote Sensing Image Acquisition, Analysis and Applications: https://imp.i384100.net/Xxe4Ay 📰 I run a weekly newsletter on modern GIS on Substack! Check it out and subscribe here: https://mattforrest.substack.com/ 🖥️ Start your 7-day Setapp trial here to access 240+ Mac apps using one subscript https://setapp.sjv.io/c/3493413/343321/5114 Check out some other posts and resources here: Learn Spatial SQL: https://forrest.nyc/learn-spatial-sql/ 40+ Resources for Spatial SQL: https://forrest.nyc/40-spatial-sql-resources-and-guides/ 75+ Geospatial Python and Spatial Data Science Resources and Guides: https://forrest.nyc/75-geospatial-python-and-spatial-data-science-resources-and-guides/ #gis #geospatial #earthobservation ➕ Follow me on LinkedIn: http://linkedin.com/in/mbforr/ 🎙️Check out the Modern GIS episode on the MapScaping Podcast: https://mapscaping.com/podcast/what-is-modern-gis/ 🌐 My personal website: https://forrest.nyc 🚀 My top links and resources: https://forrest.nyc/links-and-guides-for-modern-gis/