Kaggle is a popular platform where data scientists and machine learning enthusiasts collaborate by participating in contests and sharing data sets. It provides tools and datasets for developing predictive models, allowing users to engage in competitions hosted by companies seeking solutions to real-world problems. Kaggle fosters a community for sharing scripts, data sets, and insights, contributing to the practical experience and learning of machine learning techniques.