Machine Learning for Optimal Matchmaking
Explore TrueMatch, a revolutionary matchmaking approach presented by 343 Industries' Josh Menke in this 2020 GDC Virtual Talk. Discover how machine learning can be leveraged to automatically optimize desired metrics in real-time, allowing developers to express the value of each metric more intuitively. Delve into the intricacies of matchmaking, machine learning, and their intersection in game development. Learn about the current state of skill-based matchmaking and real-time techniques. Understand the limitations of conventional approaches and how TrueMatch offers a more optimal solution through unified objective functions and utility functions. Examine the components of the TrueMatch algorithm, including population trackers, metric predictors, and optimizers. Gain insights into handling regional matchmaking and free-for-all scenarios. Compare conventional and TrueMatch approaches through practical examples and visualizations. Conclude with simple improvements and key takeaways to enhance your game's matchmaking system. Read more