At Amplified, we've been putting ML in production with Elixir since the very early days of Nx in 2022. This talk is a practical guide to doing the same, informed by our experiences and the lessons we've learned. Because every project, company, and machine learning task is different, I will combine a general 'roadmap' approach with insights shaped by our particular set of problems and perspectives. We managed to go all in on Elixir, ridding our stack of Python entirely, and I believe (in most cases) you can too.
Elixir Australia Month 2021 Meetup: https://www.meetup.com/elixir-sydney/...
See below for timestamps, transcript, and to give feedback, submit questions, contact Elixir Sydney, etc.
Thank you for watching! ❤
*This episode is proudly sponsored by Alembic*
At Alembic our mission is to make software simpler for everyone. We're the experts in building large scale Elixir & Ash Framework web apps. We’ve proven their power to deliver simplicity.
We work with diverse clients worldwide. Whether you’re starting-up, scaling-up or trying to speed-up, we'll help you unlock the full potential of your tech platform.
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*CONNECT WITH CHRIS GRAINGER*
Website ► https://cigrainger.com/
Github ► https://github.com/cigrainger
Mastadon ► https://fosstodon.org/@cigrainger
*CHAPTERS/TIMESTAMPS*
00:00 Start
00:02 Speaker introduction
00:44 Talk introduction
02:12 Introduction to Amplified
03:43 Demo of Amplified
06:29 The Future AI Stack
09:15 Our agenda
09:50 What does the ecosystem look like
11:52 The NX stack
13:32 Okay, so what’s a tensor?
15:40 Multi-staged compilation?
20:06 What to use it for
20:46 Comparisons elsewhere
20:53 Axon
26:37 Scholar
27:56 Explorer
31:11 Livebook
32:27 Okay, so how to I ship it?
37:21 NX serving
40:50 A deployment checklist
42:28 Q&A
*CONNECT & SUPPORT ELIXIR SYDNEY*
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Subscribe to upcoming meetups ► https://lu.ma/elixir-sydney
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