GeoAI and Deep Learning Resources

07-28-2020 04:51 PM
Esri Regular Contributor
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For those looking for Spatial Deep Learning and GeoAI Resources, the following provides beginner-to-Pro list for different Imagery Deep Learning, GeoAI, ArcGIS Notebooks examples and other resources in the format of quick overview, videos, articles and sample notebooks. 


Part 1: Quick overview (8 – 12 minutes):

Video: Deep Learning Powered by Raster Analytics (11.5 minutes):

Blog Post: Introduction to Deep Learning (6 minutes):

Blog Post: Integrating Deep Learning with GIS (8 minutes read):

Video:  ArcGIS Pro: Machine Learning Classification for Impervious Surfaces - YouTube 

Part 2: Deeper Dive (~1 hour):

Webinar: Imagery Deep Learning Made Easy:


Part 3: Sample Notebooks:

Detecting Swimming Pools using Satellite Imagery and Deep Learning

Land Cover Classification using Satellite Imagery and Deep Learning

Extracting Building Footprints From Drone Data

Detecting settlements using supervised classification and deep learning

Part 4: Related Topics:

Which is better for deep learning, ArcGIS Pro or ArcGIS Enterprise?

From Experimentation to Production: Building Enterprise Scalable GeoAI Systems


Past GeoAI webinar on-demand recording links:


GeoAI Series #2:  The Birth and Evolution of GeoAI - by Esri Canada

Join the GeoAI LinkedIn Group, a place for discussions, resources, and news related to artificial intelligence (AI) and location Intelligence:

Contact Canserina Kurnia ( if you need assistance in integrating GeoAI and Deep Learning in teaching and research.

About the Author
Canserina Kurnia is a GIS professional with over 20 years of experience. She currently holds the position as a Senior Solution Engineer at Esri, at their headquarter office in Redlands, California. Her main role is to provide technical advices and assistance to universities globally, in advancing their GIS technology for teaching and research.