Using machine learning in JavaScript with TensorFlow.js allows deployment across diverse environments like web browsers, servers, and IoT devices without additional plugins. This approach offers powerful capabilities such as client-side execution, preserving privacy, reducing server costs, and enhancing interactivity and user experience.