Machine Learning Based IPL Fantasy Cricket Dream11 Best Team Prediction

As it's widely recognized, the popularity of the Dream11 platform is steadily increasing, particularly during the Indian Premier League (IPL) season. This platform serves as an exciting avenue for cricket enthusiasts to engage in predictive team selection, offering opportunities to earn rewards. However, many users, including those with limited platform knowledge, participate in creating virtual teams, often resulting in losses, with occasional wins attributed to luck. Fortunately, a solution rooted in machine learning aims to address this challenge by creating a model capable of predicting Dream11 fantasy cricket teams for IPL matches. This prediction relies on a multitude of influential factors affecting match outcomes. In the development of this solution, machine learning algorithms such as XGBoost, CatBoost, and Random Forest, all belonging to the category of supervised gradient boosting algorithms, played a pivotal role. Furthermore, we incorporated considerations of historical records and live updates, with ESPN CricInfo serving as the primary source for real time match information.