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Automated cartography using AI episode artwork

Jun 28, 2023 44 min

Automated cartography using AI

from Practical AI Hosted by Daniel Whitenack and Chris Benson

Your feed might be dominated by LLMs these days, but there are some amazing things happening in computer vision that you shouldn’t ignore! In this episode, we bring you one of those amazing stories from Gabriel Ortiz, who is working with the government of Cantabria in Spain to automate cartography and apply AI to geospatial analysis. We hear about how AI tooling fits into the GIS workflow, and Gabriel shares some of his recent work (including work that can identify individual people, invasive plant species, building and more from aerial survey data). Sponsors: Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com Fly.io – The home of Changelog.com — Deploy your apps and databases close to your users. In minutes you can run your Ruby, Go, Node, Deno, Python, or Elixir app (and databases!) all over the world. No ops required. Learn more at fly.io/changelog and check out the speedrun in their docs. Typesense – Lightning fast, globally distributed Search-as-a-Service that runs in memory. You literally can’t get any faster! Changelog News – A podcast+newsletter combo that’s brief, entertaining & always on-point. Subscribe today. Featuring: Gabriel Ortiz – LinkedIn Daniel Whitenack – Website, GitHub, X Show Notes: Automated cartography (integration of different models: buildings, roads, vegetation) Detecting and tracking the expansion of forests (period 1957-2020) using both legacy and modern imagery Tracking invader species Tracking urban growth with AI Spatial behavior in beaches using AI Inference with SAM (Meta’s Segment Anything Model) over urban areas/viewer.html?webmap=4af373c294e24394ae25e4acadab71cc SuperResolution on aerial or satellite imagery More of the work of Gabriel and his team can be seen here and also on his LinkedIn profile Upcoming Events: Register for upcoming webinars here!

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Automated cartography using AI

0:00 44:37

Chapters

  1. 0:00 Welcome to Practical AI
  2. 0:42 Gabriel Ortiz
  3. 3:41 Dipping your toes in deep learning
  4. 6:05 AI meets geospatial
  5. 12:16 Deep learning tools in geospace
  6. 16:17 Counting people on beaches
  7. 21:55 What data are you working with?
  8. 24:57 Sponsor: Changelog News
  9. 27:07 More discoveries
  10. 30:33 Automated cartography
  11. 33:33 Implications of instant cartography
  12. 36:09 Current limitations of AI
  13. 41:45 What excites Gabriel?
  14. 43:34 Outro

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This episode was published on June 28, 2023.

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