Discover how Rovio leverages MLOps for personalized reinforcement learning in mobile game production. Learn about Beacon, Rovio's internal cloud services platform, which enables game teams to utilize data-driven solutions for game growth. Explore the concept of "Personalized rules" powered by reinforcement learning models, replacing traditional complex rule sets and heuristics. Understand how this approach eliminates the need for A/B testing by finding optimal variants for individual players. Gain insights into the MLOps infrastructure that supports these reinforcement learning use cases in production, as presented by Ignacio Amaya de la Pena, Lead Machine Learning Engineer at Rovio.
MLOps for Personalized Reinforcement Learning in Mobile Gaming - Rovio's Approach
MLOps World: Machine Learning in Production via YouTube
Overview
Syllabus
MLOps at Rovio for Personalization Self Service Reinforcement Learning in Production
Taught by
MLOps World: Machine Learning in Production
