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):
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: https://bit.ly/2CBe5RB.
Contact Canserina Kurnia (firstname.lastname@example.org) if you need assistance in integrating GeoAI and Deep Learning in teaching and research.