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FOSS4G NA 2024 - Bringing Geospatial Awareness to LLMs Using Open-Source Software - Nathan McEachen
Manage episode 461965956 series 3234430
Nathan McEachen discusses the integration of geospatial awareness into large language models (LLMs) through open-source software, emphasizing the importance of interoperability and knowledge-sharing in addressing complex societal issues. Highlights 🌍 Geospatial awareness is crucial for addressing public health and climate crises effectively. 🔗 Current data methodologies are siloed, making integration across domains challenging. 📊 Knowledge infrastructures are needed to publish data in interoperable formats for better usability. 🚨 The UN emphasizes collaboration across domains to tackle global challenges like sustainable development. 💡 Large language models can enhance data analysis but require reliable geospatial metadata. 🧩 Spatial knowledge graphs can help bridge gaps between geospatial data and LLMs by ensuring semantic relationships. ⏳ Data validity and changing boundaries pose ongoing challenges in geospatial analysis. For more content like this check out www.projectgeospatial.com #Geospatial #AI #OpenSource #DataIntegration #SustainableDevelopment #KnowledgeGraphs #PublicHealth
362 قسمت
Manage episode 461965956 series 3234430
Nathan McEachen discusses the integration of geospatial awareness into large language models (LLMs) through open-source software, emphasizing the importance of interoperability and knowledge-sharing in addressing complex societal issues. Highlights 🌍 Geospatial awareness is crucial for addressing public health and climate crises effectively. 🔗 Current data methodologies are siloed, making integration across domains challenging. 📊 Knowledge infrastructures are needed to publish data in interoperable formats for better usability. 🚨 The UN emphasizes collaboration across domains to tackle global challenges like sustainable development. 💡 Large language models can enhance data analysis but require reliable geospatial metadata. 🧩 Spatial knowledge graphs can help bridge gaps between geospatial data and LLMs by ensuring semantic relationships. ⏳ Data validity and changing boundaries pose ongoing challenges in geospatial analysis. For more content like this check out www.projectgeospatial.com #Geospatial #AI #OpenSource #DataIntegration #SustainableDevelopment #KnowledgeGraphs #PublicHealth
362 قسمت
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1 FOSS4G NA 2024 - Interactive Analysis & Visualization of Geospatial Data with Leafmap - Qiusheng Wu 27:23

1 FOSS4G NA 2024 - Applying Large Language Models to Geospatial Search and Analysis - Jason Gilman 24:47





1 FOSS4G NA 2024 - Leveraging FOSS to Develop OSINT Visual Analytics Framework - Matthew Whitehead 23:35

1 FOSS4G NA 2024 - Raster Visualizations Leveraging STAC Standards - Chuck Daniels & Hanbyul Jo 28:04

1 FOSS4G NA 2024 - Open Source in US Census Bureau Geographic Update Applications - Emily Vratarich 29:27

1 FOSS4G NA 2024 - Building a React Component Library for Geospatial Web Map Apps - Joe Burkinshaw 26:36




1 FOSS4G NA 2024 - Bringing Geospatial Awareness to LLMs Using Open-Source Software - Nathan McEachen 28:56

1 FOSS4G NA 2024 - Web based NWS Guidance Data Displays Using FOSS4G - David Miller & Kevin McGrath 29:02

1 FOSS4G NA 2024 - NASA GIBS and Worldview: Enabling Open Exploration of our World - Matthew Graber 27:10



1 FOSS4G NA 2024 - Embed All The Things: The Promise Of Geospatial Vector Embeddings - Adeel Hassan 23:56




1 FOSS4G NA 2024 - Searching the Spatial Data Lake: Bring GeoParquet to Apache Lucene - Wes Richardet 25:32
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