What Does A Foundational Model Of Earth Look Like? Clay Foundation: Bruno Sanchez-Andrade Nuño

Innhold levert av Maxime Lenormand. Alt podcastinnhold, inkludert episoder, grafikk og podcastbeskrivelser, lastes opp og leveres direkte av Maxime Lenormand eller deres podcastplattformpartner. Hvis du tror at noen bruker det opphavsrettsbeskyttede verket ditt uten din tillatelse, kan du følge prosessen skissert her https://no.player.fm/legal.

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

24d ago 1:25:45

Del

MP3•Episoder hjem

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.

Clay
- Github repo
- Website
My previous interview with Bruno
Book & Podcast recommendation
- A Thousand Brains by Jeff Hawkins (Affiliate Link)
- Bad Therapy by Abigael Shrier (Affiliate Link)

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!

70 episoder

#Science #Math #Geology #Entrepreneur #Business #Maxime Lenormand #Conversations #Data #Data Science #Earth Observation #Entrepreneurship #GIS #Impact #A Longform #Open Source #Programming #Remote Sensing