This video outlines the general deep learning workflow in ArcGIS Pro and demystifies parts of the process for GIS users by walking through key tools and considerations. This video was recorded using ArcGIS Pro 2.9.1 in February 2022.
For further deep learning training, check out Esri's Imagery Analysis in ArcGIS Pro course: https://bit.ly/3rK89MR.
This video serves as a launch pad for you to continue your learning. This video is not a comprehensive overview of all deep learning can do and does not address all considerations. Review these supplemental notes and links below to dive deeper!
Documentation:
Introduction to deep learning
- This resource discusses what deep learning is. It also defines the different types of deep learning you can perform. We only saw one type in the video, image classification.
- As the worlds of GIS, image analysis, and data science collide, vocabulary can be a barrier to getting started with deep learning. These types of deep learning are general categories to communicate it’s capabilities. Pay attention to which type of deep learning model you are training, as that determines what the output will be!
Deep learning using the ArcGIS Image Analyst extension
- This resource documents the deep learning workflow.
An overview of the Deep Learning toolset
Deep learning models
- This resource also shows model types require which metadata format.
Deep Learning with ArcGIS Pro Tips & Tricks: Part 1
- This is the first blog in a multi part blog. Follow the links at the end of each blog to access the next.
ArcGIS Developers ArcGIS API for Python Feature Categorization using Satellite Imagery and Deep Lear...
- This showcases a python notebook performing the same type of analysis seen in the video. Look at the left side of this page for more notebooks.
Deep Dive into Deep Learning – 2021 Esri Developer summit
Geospatial deep learning with arcgis.learn
- This resource discusses the arcgis.learn module in the ArcGIS API for Python. On the left side of the page, you can access other links describing how a specific deep learning model type works.
ArcGIS Developers documentation on the arcgis.learn module
- Here you can learn about the code syntax. You can also train more types of models and supports more types of deep learning than what are currently available in ArcGIS Pro’s geoprocessing pane.
