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The Future is Small Models, with Matei Zaharia, CTO of Databricks

The Future is Small Models, with Matei Zaharia, CTO of Databricks

FromNo Priors: Artificial Intelligence | Technology | Startups


The Future is Small Models, with Matei Zaharia, CTO of Databricks

FromNo Priors: Artificial Intelligence | Technology | Startups

ratings:
Length:
39 minutes
Released:
Apr 6, 2023
Format:
Podcast episode

Description

If you have 30 dollars, a few hours, and one server, then you are ready to create a ChatGPT-like model that can do what’s known as instruction-following. Databricks’ latest launch, Dolly, foreshadows a potential move in the industry toward smaller and more accessible but extremely capable AIs. Plus, Dolly is open source, requires less computing power, and fewer data parameters than its counterparts.
Matei Zaharia, Cofounder & Chief Technologist at Databricks, joins Sarah and Elad to talk about how big data sets actually need to be, why manual annotation is becoming less necessary to train some models, and how he went from a Berkeley PhD student with a little project called Spark to the founder of a company that is now critical data infrastructure that’s increasingly moving into AI.
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Show Links:

Hello Dolly: Democratizing the magic of ChatGPT with open models

Dolly Source Code on Github

Matei Zaharia - Chief Technologist & Cofounder - Databricks | LinkedIn

Matei Zaharia - Google Scholar

Databricks debuts ChatGPT-like Dolly, a clone any enterprise can own | VentureBeat

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Follow us on Twitter: @Saranormous | @EladGil | @Databricks | @Matei_Zaharia
Show Notes: 
[01:29] - Origin of Databricks
[4:30] - Work at Stanford Lab
[5:29] - Dolly and Role of Open Source
[12:30] - Industry focus on high parameter count, understanding reasoning at small model scale
[18:42] - Enterprise applications for Dolly & chat bots
[25:06] - Making bets as an academic turned CTO
[36:23] - The early stages of AI and future predictions
Released:
Apr 6, 2023
Format:
Podcast episode

Titles in the series (62)

At this moment of inflection in technology, co-hosts Elad Gil and Sarah Guo talk to the world's leading AI engineers, researchers and founders about the biggest questions: How far away is AGI? What markets are at risk for disruption? How will commerce, culture, and society change? What’s happening in state-of-the-art in research? “No Priors” is your guide to the AI revolution. Email feedback to show@no-priors.com. Sarah Guo is a startup investor and the founder of Conviction, an investment firm purpose-built to serve intelligent software, or "Software 3.0" companies. She spent nearly a decade incubating and investing at venture firm Greylock Partners. Elad Gil is a serial entrepreneur and a startup investor. He was co-founder of Color Health, Mixer Labs (which was acquired by Twitter). He has invested in over 40 companies now worth $1B or more each, and is also author of the High Growth Handbook.