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Pipeline Conversations
ZenML GmbH
34 episodes
8 months ago
Pipeline Conversations is a fortnightly podcast bringing you interviews and discussion with industry leaders, top technology professionals and others. We discuss the latest developments in machine learning, deep learning, artificial intelligence, with a particular focus on MLOps, or how trained models are used in production.
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Technology
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All content for Pipeline Conversations is the property of ZenML GmbH and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Pipeline Conversations is a fortnightly podcast bringing you interviews and discussion with industry leaders, top technology professionals and others. We discuss the latest developments in machine learning, deep learning, artificial intelligence, with a particular focus on MLOps, or how trained models are used in production.
Show more...
Technology
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Building MLOps Tools with Outerbounds
Pipeline Conversations
59 minutes 43 seconds
3 years ago
Building MLOps Tools with Outerbounds

This week I spoke with Savin Goyal and Hugo Bowne-Anderson from Outerbounds. They both work on leading, building and helping people put models into production through Metaflow, and I'm sure current users of ZenML will find this conversation interesting to hear how they think through the broader questions and engineering problems involved with MLOps.

Above all, we spoke about the challenges involved in building a tool that handles the whole machine learning story, from collecting data to training models, to deployment and back again. In many ways it's great that there are lots of smart people thinking about this really hard problem, and even though it is by no means 'solved' conversations like this make me feel cautiously optimistic about the space.

Special Guests: Hugo Bowne-Anderson and Savin Goyal.

Links:

  • Infrastructure for ML and Data Science | Outerbounds
  • Metaflow Resources for Engineers | Outerbounds
  • Metaflow Resources for Data Science | Outerbounds
  • nbdev+Quarto: A new secret weapon for productivity · fast.ai
  • nbdev – Create delightful software with Jupyter Notebooks
  • Metaflow
  • Welcome to Metaflow | Metaflow Docs
Pipeline Conversations
Pipeline Conversations is a fortnightly podcast bringing you interviews and discussion with industry leaders, top technology professionals and others. We discuss the latest developments in machine learning, deep learning, artificial intelligence, with a particular focus on MLOps, or how trained models are used in production.