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Building Blocks of Machine Learning at LEGO with Francesc Joan Riera - #533

Building Blocks of Machine Learning at LEGO with Francesc Joan Riera - #533

FromThe TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)


Building Blocks of Machine Learning at LEGO with Francesc Joan Riera - #533

FromThe TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

ratings:
Length:
43 minutes
Released:
Nov 4, 2021
Format:
Podcast episode

Description

Today we’re joined by Francesc Joan Riera, an applied machine learning engineer at The LEGO Group. 

In our conversation, we explore the ML infrastructure at LEGO, specifically around two use cases, content moderation and user engagement. While content moderation is not a new or novel task, but because their apps and products are marketed towards children, their need for heightened levels of moderation makes it very interesting. 

We discuss if the moderation system is built specifically to weed out bad actors or passive behaviors if their system has a human-in-the-loop component, why they built a feature store as opposed to a traditional database, and challenges they faced along that journey. We also talk through the range of skill sets on their team, the use of MLflow for experimentation, the adoption of AWS for serverless, and so much more!

The complete show notes for this episode can be found at twimlai.com/go/534.
Released:
Nov 4, 2021
Format:
Podcast episode

Titles in the series (100)

This Week in Machine Learning & AI is the most popular podcast of its kind. TWiML & AI caters to a highly-targeted audience of machine learning & AI enthusiasts. They are data scientists, developers, founders, CTOs, engineers, architects, IT & product leaders, as well as tech-savvy business leaders. These creators, builders, makers and influencers value TWiML as an authentic, trusted and insightful guide to all that’s interesting and important in the world of machine learning and AI. Technologies covered include: machine learning, artificial intelligence, deep learning, natural language processing, neural networks, analytics, deep learning and more.