GeoAI and Deep Learning Resources

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07-28-2020 04:51 PM
CanserinaKurnia
Esri 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):
https://bit.ly/2WxzYZy

Blog Post: Introduction to Deep Learning (6 minutes):
https://bit.ly/3cCBrmK

Blog Post: Integrating Deep Learning with GIS (8 minutes read):
https://bit.ly/3bCz7uRhttps://bit.ly/3bCz7uR

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

Part 2: Deeper Dive (~1 hour):

Webinar: Imagery Deep Learning Made Easy:
https://bit.ly/3byazDm

Tutorial:
https://bit.ly/2WVlul8

Part 3: Sample Notebooks:

Detecting Swimming Pools using Satellite Imagery and Deep Learning
https://bit.ly/3cE96Nc

Land Cover Classification using Satellite Imagery and Deep Learning
https://bit.ly/2zDVpPy

Extracting Building Footprints From Drone Data
https://bit.ly/2z2I3wd

Detecting settlements using supervised classification and deep learning
https://bit.ly/3dRiq02

Part 4: Related Topics:

Which is better for deep learning, ArcGIS Pro or ArcGIS Enterprise?
https://bit.ly/2Z6Fa8d

From Experimentation to Production: Building Enterprise Scalable GeoAI Systems
https://bit.ly/2yZPQLlhttps://bit.ly/2yZPQLl

Additional 

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: https://bit.ly/2CBe5RB.

Contact Canserina Kurnia (ckurnia@esri.com) 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.