Welcome to the 2024 Lyft ML playground Series! We plan to continue in the spirit of previous playgrounds, providing interesting an approachable datasets for our community to practice their machine learning skills, and anticipate a competition each month. **Goal:** The goal for this competition is to predict whether a rider requests the ride in a rider session.