From notebooks to Netflix scale with Metaflow
· 48 min · Episode 150
Episode From notebooks to Netflix scale with Metaflow
As you start developing an AI/ML based solution, you quickly figure out that you need to run workflows. Not only that, you might need to run those workflows across various kinds of infrastructure (including GPUs) at scale. Ville Tuulos developed Metaflow while working at Netflix to help data scientists scale their work. In this episode, Ville tells us a bit more about Metaflow, his new book on data science infrastructure, and his approach to helping scale ML/AI work.
Sponsors:
• RudderStack – Smart customer data pipeline made for developers. RudderStack is the smart customer data pipeline. Connect your whole customer data stack. Warehouse-first, open source Segment alternative. • SignalWire – Build what’s next in communications with video, voice, and messaging APIs powered by elastic cloud infrastructure. Try it today at signalwire.com and use code AI for $25 in developer credit. • Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com
Featuring:
• Ville Tuulos – LinkedIn, X • Daniel Whitenack – Website, GitHub, X
Show Notes:
• Metaflow
Books
• “Effective Data Science Infrastructure” by Ville Tuulos
• Use code podpracticalAI19 for 40% off!
Upcoming Events:
• Register for upcoming webinars here!
Links in the notes 11
- https://rudderstack.com/?utm_source=changelog&utm_medium=podcast&utm_campaign=changelog
- https://signalwire.com
- https://www.fastly.com/?utm_source=changelog&utm_medium=podcast&utm_campaign=changelog-sponsorship
- https://www.linkedin.com/in/villetuulos
- https://x.com/vtuulos
- https://www.datadan.io/
- https://github.com/dwhitena
- https://x.com/dwhitena
- https://metaflow.org/
- https://www.manning.com/books/effective-data-science-infrastructure
- https://practicalai.fm/webinars
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