What does a Foundational Model of Earth look like? Clay v1
Bruno Sanchez is the Executive Director of the Clay Foundation, which just released their v1 of a “Foundational Model of Earth”. We talk about what that means, building open source & non profits and can’t help but draw parallels to the not-so-open anymore OpenAI. Previously Bruno was the Program Director of the Microsoft Planetary Computer
Sponsor: OpenCage
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Shownotes
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Clay
Github repo: https://github.com/Clay-foundation/mo...
Website: https://madewithclay.org/
My previous interview with Bruno: • Bruno Sánchez - Microsoft Planetary C...
Book & Podcast recommendation
A Thousand Brains by Jeff Hawkins (Affiliate Link) https://amzn.to/4bRCm0Z
Bad Therapy by Abigael Shrier (Affiliate Link) https://amzn.to/4bVk8ff
Timestamps
(00:00) - Intro
(01:59) - Sponsor: OpenCage
(03:39) - What is a Foundational Model?
(08:45) - Foundational Task
(11:00) - Embeddings, and why they matter
(13:49) - Comparing to compression algorithms
(16:57) - What do embeddings enable?
(19:50) - Finding the Relationship between data
(24:16) - Implementation of monitoring all the data - I believe this is where you're going with the question
(25:44) - Implementation details
(27:52) - Validating a foundational model
(33:49) - Earth is a "limited problem"
(42:47) - Funding as a non-profit
(47:53) - Raising enough philanthropic funding
(53:02) - A Litmus test for open projects
(56:26) - Future predictions
(58:01) - Transparency/privacy
(01:00:53) - Commercial data
(01:03:36) - Openstreetmap
(01:05:49) - Updating foundational models
(01:12:17) - Clay model v2?
(01:13:43) - Dataset to embedding size comparison
(01:14:41) - Model v2 - continued
(01:16:45) - Difference working at a non-profit vs a corp
(01:20:27) - Book & Podcast recommendation
(01:24:01) - Support the podcast on Patreon!
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My video on an introduction to satellite images: • I Couldn't Find a Video Explaining Sa...
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Edited by Peter Xiong: / cellobuddy
Find more of his work: https://symphoniclandscapes.squarespa...
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