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 18 years of experience. Currently holds the position of Solution Engineer with Esri Education team. Prior to that was a Solution Engineer and Technical Manager for Esri Global Asia Pacific, and Instructor/Team Lead with Esri Training Services