Yes, machine learning and deep learning models can be deployed on mobile devices. With advancements in hardware and optimization techniques, it is possible to run lightweight versions of models directly on mobile devices or use cloud-based solutions for inference. This enables applications such as real-time image recognition, voice assistants, and personalized recommendations on mobile devices.