Jhonatan Garrido-Lecca

Help park visitors search for nearby trails with a web app that supports English and Spanish. In this new ArcGIS InstantApps tutorial you'll design a web app for hikers visiting the Santa Monica Mountains National Recreation Area near Los Angeles. Visitors will be able to: ���️ Search nearby trails ✔️ Get directions to the trailhead 📍 ✔️ Show elevation changes Try the tutorial: https://ow.ly/KWcq50VYLRu

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📣New functionality alert! Check out the newest video in our #ArcGISProShorts series to learn how to detect points that are close/overlapping using the Find Adjacent Parcel Points tool in #ArcGISPro 3.4! Recorded by: Jason Camerano https://ow.ly/k8f250V6ioh

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ArcGIS Pro now allows you to describe the nature and contents of netCDF datasets—listing their dimensions, variables, and associated attributes—by specifying a netCDF file as input to the Describe NetCDF File tool. https://ow.ly/6txo50V7YC9

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#ArcGIS Maps SDK for #JavaScript v4.32 released and is packed with new features and enhancements to improve the mapping and analysis experience in your apps. From display filters for optimized filtering of large datasets to the ability to drag route stops in the Directions component, multiple highlights within a single layer for visual emphasis, Arcade’s access to the view’s current time window, and a lot more. Check out the latest innovations: https://ow.ly/znIl50V5Lt6

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AI/ML Algorithms Every Modern GIS Professional Must Know (Deep dive into GeoAI + drones + multispectral applications) 50% spatial workflows + 50% AI/ML intelligence Here are the real engines behind GeoAI ---> #CNNs — The Backbone of Spatial Feature Extraction • Landcover mapping • Road extraction • Crop monitoring using NDVI/EVI • Multispectral pattern recognition #YOLO / #FasterRCNN / #MaskRCNN / #Detectron2 — Object Detection & Segmentation Masters • Building detection • Vehicle counting • Tree & plant detection • Roof damage assessment • Powerline & tower inspections • Drone-based farm boundary segmentation • Instance segmentation + panoptic segmentation (Detectron2) #Detectron2 has become the gold standard for high-accuracy GIS/remote sensing ML pipelines. #U-#Net / #DeepLab — Pixel-Perfect Segmentation • Flood mapping • Urban expansion • Forest degradation • Soil moisture zones • Watershed separation If you need shape-accurate, pixel-level intelligence → these are your tools. #Random #Forest / #XGBoost — Spectral Intelligence Engines • Soil classification • Terrain analysis • Drought prediction • Crop health analytics • Multispectral band-based ML Perfect when spectral signatures matter more than geometry. #LSTMs / #Transformers — Time-Series GeoAI • Weather forecasting • Vegetation cycles • Heat island trends • Long-term urban change detection Transformers are now redefining satellite time-series modelling. Pick the Right AI Model for Your Use Case 🟦 Object Detection → YOLO / Faster R-CNN / Detectron2 🟩 Segmentation → U-Net / DeepLab / Mask R-CNN 🟧 Spectral Classification → Random Forest / XGBoost 🟪 Time Series → LSTM / Transformer This isn’t “GIS analysis” anymore. This is Geospatial Machine Learning — intelligent, automated, cloud-powered. In my next posts, I will break down each algorithm in detail with examples.

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Esri’s Community Maps Program and Road Closures solution help you share road closure data for residents, commuters, and travelers. Organizations can map closures in their community caused by construction activity, special events, or emergency incidents, and share them with the Community Maps Program. https://ow.ly/1sQw30sLEJ1

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Organizations can now seamlessly stream AVL data from PreCise MRM directly into the #ArcGIS system with #ArcGISVelocity —unlocking real-time dashboards, alerts, and analytics for smarter, faster decisions. See how this integration transforms operations: https://ow.ly/F17W30sPRSv

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In late January, the U.S. Census Bureau plans to release the latest 5-year estimates from its American Community Survey (ACS). Each year, a small team with ArcGIS Living Atlas brings that data in and releases it as free layers and maps. GIS users who want to use ACS simply have it available in Living Atlas. This saves people hours, days, even weeks of time. This year, the new data will be put into new layers. In the past, we updated the layers in place, live, which worked but carried certain risks and impacts to users of the layers. With this year's update, we will release new layers to carry the latest data, and we will keep the old layers around for at least a year. This gives people time to incorporate the new layers when they are ready. A side benefit: people can compare two vintages of ACS. There are several Instant Apps that use the Swipe tool, for example, letting you visually compare two vintages of the same topic and read their pop-ups. These ACS feature layers work in #ArcGISPro, #ArcGISOnline, Python notebooks etc. As always, these ACS layers in Living Atlas allow download for those times where you just have to have the data on a disk. #LivingAtlas #esri #ACS #Census #demographics https://lnkd.in/g4iv7aGw

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Looking to collect geospatial data out in the field? 2025 is an exciting year for ArcGIS Field Maps, starting with the latest update. Make the most of GIS on-the-go with some of these new enhancements: 🌳 Benefit from feature templates in your capture workflows. 🌳 Use Field Maps Designer to create a map in any coordinate system. 🌳 Improvements for managing offline working. Find out more: https://ow.ly/A01E50V9hsI

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Master pipeline data management with #ArcGISPipelineReferencing. Learn to map and visualize pipeline data and apply common workflows like rerouting, splitting and merging centerlines, and event maintenance. Classes are available in Aug and Nov. Learn more: https://ow.ly/RlfA30sOoh5

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New on Esri Academy! Introduction to Lidar Data Using ArcGIS Pro 👉 https://ow.ly/uTZX50W18Ti Explore the basics of lidar and learn how to visualize, analyze, and create derivative products using ArcGIS Pro.

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Learn how to leverage a multidimensional image layer from #ArcGISLivingAtlas in #ArcGISPro in the newest video in the #ArcGISProShorts series! Recorded by: Michael Dangermond Watch the video: https://ow.ly/Y1Xa50Vok8C

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