Machine Learning in ArcGIS Pro (Part 1 of 6): Series Overview - GIS Master Class
This video is part one of a six video Geographic Information Systems (GIS) Master Class series. In the series, I will teach you about Machine Learning in ArcGIS Pro GIS software including discussion of what is machine learning?; what can you do with machine learning in GIS?; a brief tour of machine learning in ArcGIS Pro, and a complete machine learning workflow.
All of these concepts are applied using a hands-on GIS laboratory using a real-life disaster management case study that I demonstrate Machine Learning using ArcGIS Pro GIS software. Datsets for the GIS laboratory are available for free to download from this link:
http://gisfordisastermanagement.com/y...
GIS Master Classes are designed for students with a serious interest in learning and building advanced skill sets with GIS to advance educational, career, and/or research interests.
The full six part video series:
Part 1 (this video):
Introduction to topics in the video series: what is machine learning?; what can you do with machine learning in GIS?; a brief tour of machine learning in ArcGIS Pro, and a complete machine learning workflow, and introduction to the hands-on GIS laboratory using a real-life disaster management case study of using machine learning to analyze imagery from 2019 Hurricane Dorian.
Part 1 Link: • Machine Learning in ArcGIS Pro (Part 1 of ...
Part 2:
What is Machine Learning?; What can you do with Machine Learning in GIS? - prediction, classification, and clustering; Brief tour of machine learning in ArcGIS Pro and machine learning tools that can do prediction, classification, and clustering.
Part 2 Link: • Machine Learning in ArcGIS Pro (Part 2 of ...
Part 3: Overview of a complete machine learning workflow; Beginning of hands-on demonstration of the video series GIS laboratory exercise: Getting started, Task 1 – Download datasets, Task 2 – Add datasets.
Part 3 Link: • Machine Learning in ArcGIS Pro (Part 3 of ...
Part 4: Continuation of hands-on demonstration and walk through of video series GIS laboratory exercise: Task 3 – Load Classification Schema and Create Training Samples
Part 4 Link: • Machine Learning in ArcGIS Pro (Part 4 of ...
Part 5:
Continuation of hands-on demonstration and walk through of video series GIS laboratory exercise: Task 4 – Run Support Vector Machine Algorithm to Classify the Image; Task 5 – Assess the Classification
Part 5 Link: • Machine Learning in ArcGIS Pro (Part 5 of ...
Part 6:
Conclusion of hands-on demonstration and walk through of video series GIS laboratory exercise: Task 6 – Assess the Classification: Compute Confusion Matrix; video series conclusion and summary.
Part 6 Link: • Machine Learning in ArcGIS Pro (Part 6 of ...
Follow these links to access items mentioned in the videos:
GIS laboratory exercise:
http://gisfordisastermanagement.com/y...
Software:
21-day ArcGIS Pro trial - https://www.esri.com/en-us/arcgis/pro...
References Used in the Videos:
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Brian Tomaszewski, Ph.D.
@bangeobrian