5min chapter

MLOps.community  cover image

Platform Thinking: A Lemonade Case Study // Orr Shilon // MLOps Coffee Sessions #79

MLOps.community

CHAPTER

Machine Learning at Lemonade - What's Next?

i think at this point we have maybe 15 hundred features in our feature store. The platform sort of provides a what we call point in time data, or it basically provides dataan on our data warehouse,. And if researchers want to do maybe explortory data analysis, they can do that directly on the data warehouse  on these giant dimension tables with hundreds of features already been created for them. We translate modelling code, both for training and for inference, into our internal platform framework which kind of democratizes training. Anyone can i train anyone else's model. Finally, we use a third party for monitoring.

00:00

Get the Snipd
podcast app

Unlock the knowledge in podcasts with the podcast player of the future.
App store bannerPlay store banner

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode

Save any
moment

Hear something you like? Tap your headphones to save it with AI-generated key takeaways

Share
& Export

Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode