Discover this podcast and so much more

Podcasts are free to enjoy without a subscription. We also offer ebooks, audiobooks, and so much more for just $11.99/month.

From Scratch to Success: Building an MLOps Team and ML Platform - Simon Stiebellehner

From Scratch to Success: Building an MLOps Team and ML Platform - Simon Stiebellehner

FromDataTalks.Club


From Scratch to Success: Building an MLOps Team and ML Platform - Simon Stiebellehner

FromDataTalks.Club

ratings:
Length:
54 minutes
Released:
Jun 30, 2023
Format:
Podcast episode

Description

We talked about:

Simon's background
What MLOps is and what it isn't
Skills needed to build an ML platform that serves 100s of models
Ranking the importance of skills
The point where you should think about building an ML platform
The importance of processes in ML platforms
Weighing your options with SaaS platforms
The exploratory setup, experiment tracking, and model registry
What comes after deployment?
Stitching tools together to create an ML platform
Keeping data governance in mind when building a platform
What comes first – the model or the platform?
Do MLOps engineers need to have deep knowledge of how models work?
Is API design important for MLOps?
Simon's recommendations for furthering MLOps knowledge


Links:

LinkedIn: https://www.linkedin.com/in/simonstiebellehner/
Github: https://github.com/stiebels
Medium: https://medium.com/@sistel


Free MLOps course: https://github.com/DataTalksClub/mlops-zoomcamp
Join DataTalks.Club: https://datatalks.club/slack.html
Our events: https://datatalks.club/events.html
Released:
Jun 30, 2023
Format:
Podcast episode

Titles in the series (100)

DataTalks.Club - the place to talk about data!