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Master machine learning techniques within ArcGIS Pro through this comprehensive six-part video series spanning 55 minutes of instruction from GIScience. Explore fundamental machine learning concepts and their practical applications in Geographic Information Systems, beginning with an overview of what machine learning entails and its potential uses in GIS contexts. Navigate through a complete machine learning workflow using ArcGIS Pro software, covering essential topics including classification schemas, sample collection, Support Vector Machine algorithms, and confusion matrix computation. Apply these concepts through hands-on laboratory exercises using a real-world disaster management case study that demonstrates practical machine learning implementation. Access free downloadable laboratory instructions to follow along with the demonstrations and build advanced GIS skill sets suitable for educational, career advancement, or research purposes.
