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Unifying All The ML Platforms with Rosa Català

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Manage episode 399404650 series 3445769
Content provided by Reddit. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Reddit or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Machine Learning plays a role in most every computer application in use these days. Beneath the shine of generative AI applications, there’s a whole other side to ML that includes the tools and infrastructure that allow it to handle Reddit-scale traffic. Taking something as complex as the machine learning lifecycle and scaling it to tens or hundreds of thousands of requests per second is no easy feat.

Rosa Català is the Senior Director of ML Content & Platform at Reddit. She has driven the design and implementation of a Unified Machine Learning platform that powers everything from feed recommendations to spam detection. In this episode, she explains how the platform was developed at Reddit, how ML is being used to improve Reddit for users, and her vision for where ML is going next.

Check out all the open positions at Reddit on our careers site: https://www.redditinc.com/careers

Join the conversation at: https://www.reddit.com/r/redditEng

  continue reading

20 episodes

Artwork
iconShare
 
Manage episode 399404650 series 3445769
Content provided by Reddit. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Reddit or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Machine Learning plays a role in most every computer application in use these days. Beneath the shine of generative AI applications, there’s a whole other side to ML that includes the tools and infrastructure that allow it to handle Reddit-scale traffic. Taking something as complex as the machine learning lifecycle and scaling it to tens or hundreds of thousands of requests per second is no easy feat.

Rosa Català is the Senior Director of ML Content & Platform at Reddit. She has driven the design and implementation of a Unified Machine Learning platform that powers everything from feed recommendations to spam detection. In this episode, she explains how the platform was developed at Reddit, how ML is being used to improve Reddit for users, and her vision for where ML is going next.

Check out all the open positions at Reddit on our careers site: https://www.redditinc.com/careers

Join the conversation at: https://www.reddit.com/r/redditEng

  continue reading

20 episodes

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