In the rapidly evolving landscape of machine learning, the paradigm of on-device processing has emerged as a transformative force, particularly in the realm of Android devices. As mobile devices become more powerful, the potential for on-device ML to enhance user experiences and enable innovative applications is limitless. The session promises to take a deep dive into the intricate intersection between on-device machine learning, Tensorflow and Neural Network API(NNAPI). Attendees will uncover the versatility of TensorFlow and its pivotal role in driving on-device ML to new heights, they will also gain insight on harnessing NNAPI to enhance the speed of their ML applications.