
Chip Huyen: Machine Learning Tools and Systems
About this episode
In episode 32 of The Gradient Podcast, Andrey Kurenkov speaks to Chip Huyen.
Chip Huyen is a co-founder of Claypot AI, a platform for real-time machine learning. Previously, she was with Snorkel AI and NVIDIA. She teaches CS 329S: Machine Learning Systems Design at Stanford. She has also written four bestselling Vietnamese books, and more recently her new O’Reilly book Designing Machine Learning Systems has just come out!
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She also maintains a Discord server with a focus on Machine Learning Systems.
Outline:
* (00:00) Intro
* (01:30) 3-year trip through Asia, Africa, and South America
* (04:00) Getting into AI at Stanford
* (11:30) Confession of a so-called AI expert
* (16:40) Academia vs Industry
* (17:40) Focus on ML Systems
* (20:00) ML in Academia vs Industry
* (28:15) Maturity of AI in Industry
* (31:45) ML Tools
* (37:20) Real Time ML
* (43:00) ML Systems Class and Book
Links:
* MLOps Discord server
* Confession of a so-called AI expert
* What I learned from looking at 200 machine learning tools
* CS 329S: Machine Learning Systems Design
* Designing Machine Learning Systems
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