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What does a Foundational Model of Earth look like? Clay Foundation: Bruno Sanchez-Andrade Nuño - MBM#67

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Manage episode 420025308 series 2913396
Content provided by Maxime Lenormand. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Maxime Lenormand or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

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

Use OpenCage for your geocoding needs with their API
Geomob

Shownotes

Note: Links to books are Amazon Affiliate links. I earn a small commission if you buy any of these books.

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!

  continue reading

71 episodes

Artwork
iconShare
 
Manage episode 420025308 series 2913396
Content provided by Maxime Lenormand. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Maxime Lenormand or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

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

Use OpenCage for your geocoding needs with their API
Geomob

Shownotes

Note: Links to books are Amazon Affiliate links. I earn a small commission if you buy any of these books.

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!

  continue reading

71 episodes

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