The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography

Natural Language Geocoding


Listen Later

In this episode, I welcome Jason Gilman, a Principal Software Engineer at Element 84, to explore the exciting world of natural language geocoding.

Key Topics Discussed:

Introduction to Natural Language Geocoding:

  • Jason explains the concept of natural language geocoding and its significance in converting textual descriptions of locations into precise geographical data. This involves using large language models to interpret a user's natural language input, such as "the coast of Florida south of Miami," and transform it into an accurate polygon that represents that specific area on a map. This process automates and simplifies how users interact with geospatial data, making it more accessible and user-friendly.
  • The Evolution of AI and ML in Geospatial Work:

    • Over the last six months, Jason has shifted focus to AI and machine learning, leveraging large language models to enhance geospatial data processing.
  • Challenges and Solutions:

    • Jason discusses the challenges of interpreting natural language descriptions and the solutions they've implemented, such as using JSON schemas and OpenStreetMap data.
  • Applications and Use Cases:

    • From finding specific datasets to processing geographical queries, the applications of natural language geocoding are vast. Jason shares some real-world examples and potential future uses.
  • Future of Geospatial AIML:

    • Jason touches on the broader implications of geospatial AI and ML, including the potential for natural language geoprocessing and its impact on scientific research and everyday applications.

    Interesting Insights:

    • The use of large language models can simplify complex geospatial queries, making advanced geospatial analysis accessible to non-experts.
  • Integration of AI and machine learning with traditional geospatial tools opens new avenues for research and application, from environmental monitoring to urban planning.
  • Quotes:

    • "Natural language geocoding is about turning a user's textual description of a place on Earth into a precise polygon."
  • "The combination of vision models and large language models allows us to automate complex tasks that previously required manual effort."
  • Additional Resources:

    • Element 84 Website
  • State of the Map US Conference Talk on YouTube
  • Blog Posts on Natural Language Geocoding
  • Connect with Jason:

    • Visit Element 84's website for more information and contact details.
  • Google "Element 84 Natural Language Geocoding" for additional resources and talks.
  • ...more
    View all episodesView all episodes
    Download on the App Store

    The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geographyBy MapScaping

    • 4.7
    • 4.7
    • 4.7
    • 4.7
    • 4.7

    4.7

    112 ratings


    More shows like The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography

    View all
    WSJ Tech News Briefing by The Wall Street Journal

    WSJ Tech News Briefing

    1,643 Listeners

    Radiolab by WNYC Studios

    Radiolab

    43,917 Listeners

    This American Life by This American Life

    This American Life

    90,657 Listeners

    SpyCast by SpyCast

    SpyCast

    1,500 Listeners

    StarTalk Radio by Neil deGrasse Tyson

    StarTalk Radio

    14,115 Listeners

    The One You Feed by Eric Zimmer

    The One You Feed

    2,511 Listeners

    Talk Python To Me by Michael Kennedy

    Talk Python To Me

    592 Listeners

    The Daily by The New York Times

    The Daily

    111,382 Listeners

    Up First from NPR by NPR

    Up First from NPR

    56,005 Listeners

    Esri & The Science of Where by Esri

    Esri & The Science of Where

    40 Listeners

    FT News Briefing by Financial Times

    FT News Briefing

    692 Listeners

    1619 by The New York Times

    1619

    31,660 Listeners

    Hard Fork by The New York Times

    Hard Fork

    5,422 Listeners

    Huberman Lab by Scicomm Media

    Huberman Lab

    28,287 Listeners

    The Ezra Klein Show by New York Times Opinion

    The Ezra Klein Show

    15,220 Listeners