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Francois Chollet is leaving Google

(developers.googleblog.com)
377 points xnx | 1 comments | | HN request time: 0.206s | source
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fchollet ◴[] No.42133844[source]
Hi HN, Francois here. Happy to answer any questions!

Here's a start --

"Did you get poached by Anthropic/etc": No, I am starting a new company with a friend. We will announce more about it in due time!

"Who uses Keras in production": Off the top of my head the current list includes Midjourney, YouTube, Waymo, Google across many products (even Ads started moving to Keras recently!), Netflix, Spotify, Snap, GrubHub, Square/Block, X/Twitter, and many non-tech companies like United, JPM, Orange, Walmart, etc. In total Keras has ~2M developers and powers ML at many companies big and small. This isn't all TF -- many of our users have started running Keras on JAX or PyTorch.

"Why did you decide to merge Keras into TensorFlow in 2019": I didn't! The decision was made in 2018 by the TF leads -- I was a L5 IC at the time and that was an L8 decision. The TF team was huge at the time, 50+ people, while Keras was just me and the open-source community. In retrospect I think Keras would have been better off as an independent multi-backend framework -- but that would have required me quitting Google back then. Making Keras multi-backend again in 2023 has been one of my favorite projects to work on, both from the engineering & architecture side of things but also because the product is truly great (also, I love JAX)!

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openrisk ◴[] No.42134046[source]
> I was a L5 IC at the time and that was an L8 decision

omg, this sounds like the gigantic, ossified and crushing bureaucracy of a third world country.

It must be saying something profound about the human condition that such immense hierarchies are not just functioning but actually completely dominating the landscape.

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Barrin92 ◴[] No.42134507[source]
Bureaucracy as per Weber is simply 'rationally organized action'. It dominates because this is the appropriate way to manage hundreds of thousands of people in a impersonal, rule based and meritocratic way. Third world countries work the other way around, they don't have professional bureaucracies, they only have clans and families.

It's not ossified but efficient. If a company like Google with about ~180.000 employees were to make decisions by everyone talking to everyone else you can try to do the math on what the complexity of that is.

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agos ◴[] No.42134518[source]
effective, maybe. efficient... I would not be so sure.
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1. yazaddaruvala ◴[] No.42134735[source]
Depends on what you’re trying to achieve.

Small organizations define efficiency based on time to make number go up/down. Meanwhile, if something bad happens at 2am and no one wakes up - whatever there we’re likely no customers impacted.

Larger organizations are really efficient at ensuring the p10 (ie worst) hires are not able to cause any real damage. Every other thing about the org is set up to most cost effectively ensure least damage. Meanwhile, numbers should also go up is a secondary priority.