Geospatial Deep Learning with arcgis.learn | #EsriDevSummit2024

Attend this session to learn about deep learning, how it can be applied to GIS, the different types of geospatial deep learning models, and how you can train and use them using the arcgis.learn module of ArcGIS API for Python and ArcGIS Pro. This session will showcase the application of ArcGIS’s GeoAI capabilities across imagery, 3D, unstructured text, and feature, tabular, and time-series data and workflows. 📚 Resources ============= arcgis.learn module: https://developers.arcgis.com/python/... Questions? We'd love to answer them on Esri Community! 💬 Community forums: https://community.esri.com/t5/develop... 📹 More Esri Developer Summit 2024 videos ============= Mediaspace (all): https://mediaspace.esri.com/channel/2... YouTube:    • Esri Developer Summit 2024 | #EsriDevSummi...   🕑 Chapters ============= 00:00 - Intro 01:28 - Intro to AI 02:46 - GeoAI 04:47 - GeoAI in ArcGIS 05:14 - An end-to-end GeoAI System 06:05 - Geospatial Deep Learning 09:08 - Pretrained Models 10:40 - Demo - Using Pretrained Models 22:47 - GeoAI Tools and Apps 23:55 - Accessing Deep Learning Capabilities in ArcGIS 24:34 - ArcGIS API for Python 25:56 - Why arcgis.learn? 26:59 - Demo - End-to-end Deep Learning 34:57 - GeoAI: Imagery 39:32 - Deep Learning Studio 41:07 - GeoAI: 3D and Point Cloud 41:46 - Demo - 3D Deep Learning 43:20 - GeoAI: Feature, Tabular, and Time series AI 46:41 - Feature and Tabular: Available Models 47:20 - Time series: Available Models 47:46 - AutoML: Concepts 48:28 - Demo - MLModel 51:13 - GeoAI - Text 52:03 - NLP Tasks for GIS 52:09 - Entity Recognizer 52:22 - Text Transformation 52:34 - Text Classifier 53:06 - An end-to-end GeoAI System 53:24 - Resources 53:59 - Q&A 👉 Follow us ============= 🔔 Subscribe to Esri Developers on YouTube:    / @esridevs   🔴 Videos at Esri Mediaspace: https://bit.ly/3MXWbqq ❎ @EsriDevs on X: https://x.com/EsriDevs ❎ @EsriDevEvents on X: https://x.com/EsriDevEvents ❎ @EsriStartups: https://x.com/EsriStartups 🐙 GitHub: https://github.com/esri & https://github.com/EsriDevEvents 🏷️ Tags ============= #developers #EsriDevSummit2024 #esri #arcgis #maps #mapping #esri-arcade #javascript #datavisualization