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Real-time Machine Learning with Chip Huyen // MLOps Coffee Sessions #133
Description
MLOps Coffee Sessions #133 {Podcast BTS} with Chip Huyen, Real-time Machine Learning with Chip Huyen, co-hosted by Vishnu Rachakonda.
Join the Community: https://go.mlops.community/YTJoinIn
// Abstract
Forcing functions and how you can supercharge your learning by putting yourself into a situation where you know you either have a responsibility to others to learn or accountability on you, so you have to learn.
It's not that hard when you think about streaming machine learning. It's not that big of a mental barrier to cross. It is simple in theory, but maybe it's more complicated in practice, and that's exactly where Chip's perspective is.
// Bio
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’s the author of the book Designing Machine Learning Systems, an Amazon bestseller in AI.
// MLOps Jobs board
jobs.mlops.community
// MLOps Swag/Merch
https://mlops-community.myshopify.com/
// Related Links
Landing page: https://claypot.ai
Designing Machine Learning Systems book:
https://www.amazon.com/Designing-Machine-Learning-Systems-Production-Ready/dp/1098107969
--------------- ✌️Connect With Us ✌️ -------------
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Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
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Connect with Chip on LinkedIn: https://www.linkedin.com/in/chiphuyen/
Timestamps:
[00:00] Chip's preferred coffee
[00:39] Takeaways and introduction to Chip Huyen
[05:33] Chip's Discord server
[08:12] MLOps evangelist
[10:27] Chip's system of learning
[13:30] Having too many expectations makes you scared
[14:10] How Chip went about her book and courses
[18:49] When and when not to go real-time
[21:03] Complexity with streaming or real-time
[23:08] Company mistakes that should be avoided
[26:53] Chip's focus
[32:15] The topic Chip wished she had focused on
[36:24] What part of streaming do people need to understand more about?
[42:12] China is advanced i