Machine learning (ML) is becoming increasingly important in web development as it enables web applications to analyze, predict, and adapt to user behavior. TensorFlow.js is one example of an ML library that allows developers to integrate ML models directly into web applications, enabling features like image recognition, natural language processing, and personalized recommendations.