Introducing our new Gradient Boost Model for Expected Goals per Shot! This cutting-edge machine learning model leverages advanced gradient boosting techniques to evaluate shot quality by taking into account factors like shot location, player positioning, and game context. It's designed to deliver a more precise prediction of scoring probabilities, providing deeper insights into player performance and strategic play.

We're also excited to unveil our brand new Standings Page with dynamic visualizations. This revamped page will not only display team rankings but also feature interactive charts and graphs that highlight key performance metrics such as goal differential, point percentage, and more. These visual tools aim to make it easier than ever for fans and analysts to track season trends and compare team performances in a visually engaging way.