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Artificial Intelligence

Machine learning and deep learning can play a critical role in spatial problem solving in a wide range of application areas, from image classification to spatial pattern detection to multivariate prediction.

Table of contents

• Introduction
• Training
  • Documentation
  • Tutorials
  • Videos
  • Slides
• Coding
  • Code
  • Tools
• Awesome projects
• Community
  • People you should know
• News
• Additional resources
  • Localized resources
    • Spanish
  • Other related list of resources

Introduction

Machine Learning (ML) refers to a set of data-driven algorithms and techniques that automate the prediction, classification, and clustering of data.

Deep learning refers to a subset of machine learning composed of algorithms that permit software to train itself to perform tasks, like speech and image recognition, by exposing multilayered neural networks to vast amounts of data.

Note: you might also be interested in the Chatbots in the ArcGIS Platform page.

Training

Documentation

• Blog article: Damage assessment using deep learning in ArcGIS
• ArcGIS Pro docs: Analysis and geoprocessing > Image Analyst > Deep Learning
• Learning path: Extracting Information using Image Classification

Tutorials

• Identify trees on a plantation and measure their health using imagery using ArcGIS Pro (1h 40min)
• Predict Seagrass Habitats using ArcGIS Pro (1h 30min)

Videos

We have created a Artificial Intelligence Youtube playlist that we think it might be worth to you to save (how to save a Youtube Playlist).

On video.esri.com you will find and Esri Events you will find many technical talks.

You might also find interesting videos at Esri Industries, ArcGIS, etc

Slides

Find slides in proceedings.esri.com or check on geonet.

Coding

Code

• Sample of Jupyter Notebooks for GIS Analysts / Data Scientists
• Rohit Singh: Some experiments with deep learning
• Search: machine learning site:github.com

Tools

• ArcGIS Pro Add-in. The Add-in allows you to perform an interactive clustering of points using a popular machine learning clustering algorithm called OPTICS

Awesome projects

You might find some: live previews, videos from Esri Events and Esri Industries.

Community

There is no specific group to talk about machine learning, so depending on what you are looking for we recommend you to search a place or group on GeoNet:

• Python
• ArcGIS API for Python
• ArcGIS Pro
• Imagery and Remote Sensing
• R-ArcGIS
• ...

People you should know

Please find the ArcGIS Experts on this topic using this tool:

They don't work on the support team and some may even not work at Esri, but they are opening some projects and sharing insights related to this technology so we recommend you to follow them.

News

• GeoAI @ medium.com: thoughts about where AI and GIS intersect
  • Parking Lot Vehicle Detection Using Deep Learning
  • Swimming pool detection and classification using deep learning
  • Using Machine Learning to Predict Car Accident Risk
• A new business intelligence emerges: Geo.AI
• New Clustering Tools in ArcGIS Pro 2.1: More Machine Learning at your Fingertips

More news:

• "machine learning" at blogs.esri.com
• "machine learning" at esri.com search engine
• Blog Posts about "machine learning" inside Places at GeoNet

Additional resources

• Artificial Intelligence: A European Perspective

Probably not all the resources are in this list, please use the ArcGIS Search tool looking for: "machine learning".

Localized resources

Spanish

Noticias:

• GeoAI: Inteligencia Artificial en ArcGIS

Other related list of resources

• Chatbots in the ArcGIS Platform
• A curated list of awesome Machine Learning frameworks, libraries and software.
• MOOC:
  • EDX: Data Science: Machine Learning
  • Coursera: Data Science Specialization
  • Udacity: Machine Learning Engineer Nanodegree Program
• Kaggle Machine Learning and Deep Learning tracks