Python is often the programming language of choice for machine learning applications due to its simplicity and extensive libraries. Libraries like TensorFlow, scikit-learn, and PyTorch provide powerful tools for building and training models. Python's readability and flexibility make it accessible for both beginners and experienced programmers. Additionally, its strong community support and rich ecosystem contribute to its popularity in the data science and AI fields, facilitating rapid prototyping and development of complex algorithms.