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Starting an Independent AI Research Lab with Josh Albrecht from Generally Intelligent

Podcast |: Machine Learning Engineered
Publisher |: Charlie You
Media Type |: audio
Podknife tags |: Artificial Intelligence,; Business,; Careers,; Data Science,; Interview,; Machine Learning,; Technology
Categories Via RSS |: Business,; Careers,; Science,; Technology
Publication Date |: Feb 23, 2021
Episode Duration |: 01:24:54

Description
iTunes Summary

Josh Albrecht is the co-founder and CTO of Generally Intelligent, an independent research lab investigating the fundamentals of learning across humans and machines. Previously, he was the lead data architect at Addepar, CTO of CloudFab, and CTO of Sourceress, which Generally Intelligent is a pivot from.

Learn more about Josh:

http://joshalbrecht.com/

http://generallyintelligent.ai/

Every Thursday I send out the most useful things I’ve learned, curated specifically for the busy machine learning engineer. Sign up here: https://www.cyou.ai/newsletter

Follow Charlie on Twitter: https://twitter.com/CharlieYouAI

Subscribe to ML Engineered: https://mlengineered.com/listen

Comments? Questions? Submit them here: http://bit.ly/mle-survey

Take the Giving What We Can Pledge: https://www.givingwhatwecan.org/

Timestamps:

02:15 Introducing Josh Albrecht

03:30 How Josh got started in computer science

06:35 Josh's first two startup attempts

09:15 The tech behind Sourceress, an AI recruiting platform

16:10 Pivoting from Sourceress to Generally Intelligent, an AI research lab

23:50 How Josh defines "general intelligence"

28:35 Why Josh thinks self-supervised learning is the current most promising research area

36:15 Generally Intelligent's immediate research roadmap: BYOL, simulated environments

59:20 How Josh thinks about creating an optimal research environment

01:11:35 The "why" behind starting an independent research lab

01:13:30 AI alignment

01:17:00 Rapid fire questions

Links:

Bootstrap your own latent: A new approach to self-supervised Learning

self-supervised-contrastive-learning.html">Understanding self-supervised and contrastive learning with "Bootstrap Your Own Latent" (BYOL)

BYOL works even without batch statistics

Generally Intelligent Podcast

Consequences of Misaligned AI

Why We Sleep

Peak

Josh talks about pivoting from an AI recruiting startup to Generally Intelligent, an independent AI research lab. He also touches on how he defines general intelligence, what his lab is working on now, and how he creates the optimal research environment.