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Linkedin Job Recommendations // Alexandre Patry // Coffee Sessions #60

MLOps.community

NOTE

Moving from Personalization inside Models to Personalizations in Features

By refractoring our models, we shifted the focus of personalization from the models themselves to the features. This allowed us to learn more about our members' activities and interactions, and feed that data into our models. As a result, we eliminated the need for large, complex models and achieved a constant cost for personalization. Additionally, we were able to leverage these activity features across multiple models and expand our personalization efforts at scale. This model refactory revolutionized our approach to personalization.

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