Machine learning plays a substantial role in personalized content delivery by analyzing user behavior and preferences to tailor recommendations. Through algorithms, it identifies patterns from historical data and predicts what content users are likely to engage with. Platforms like Netflix and Spotify utilize machine learning to enhance user experience by providing relevant suggestions, ultimately increasing user satisfaction and retention.