Published Nov 4, 2021

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

Explore LEGO's innovative machine learning initiatives with Francesc Joan Riera, as he delves into their content moderation strategies that safeguard young users, the transformative power of serverless infrastructure, and the diverse skills driving their cutting-edge tech solutions.
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  • Team Structure

    LEGO's data and AI teams are structured to leverage a diverse range of skills, ensuring robust machine learning solutions. explains that their team includes full-stack developers, machine learning engineers, data scientists, and platform specialists, each contributing to different facets of their projects 1. This diversity allows them to tackle complex challenges, such as developing an engagement tool that uses image classifiers to recognize themes in user uploads. Initially, the tool struggled with accuracy, but the team's collaborative efforts led to improvements and successful user interaction 1.

    We are very happy we have full stack developer in our team because he's a mastermind in doing our frontend tool.

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    This multidisciplinary approach is crucial for maintaining and enhancing LEGO's digital products, especially in areas like content moderation and user engagement.

       

    Skill Diversity

    The diversity of skills within LEGO's AI teams is a significant asset, enabling innovative solutions across various projects. highlights his journey from studying industrial electronics to becoming an applied machine learning engineer, illustrating the varied backgrounds that contribute to the team's success 2. This range of expertise supports projects like the automated engagement tool, which uses non-player characters (NPCs) to interact with users, enhancing their experience and satisfaction 3.

    It's very fulfilling for us as well to see that the reactions are positive.

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    Such diversity not only fosters creativity but also ensures that LEGO can effectively address the unique challenges of their digital initiatives.

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