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.
