Tiny Machine Learning (TinyML)

Harvard University via edX Professional Certificate

Overview

Discover the innovative world of Tiny Machine Learning (TinyML) with the Professional Certificate program jointly offered by Harvard University and Google TensorFlow. Dive into this breakthrough field that merges machine learning's vast capabilities with the unique requirements of tiny, power-sensitive devices. This comprehensive program covers essentials, real-world applications, and the deployment of TinyML, laying a solid foundation for understanding machine language under tight energy and memory constraints.

Initiate your journey with "Fundamentals of TinyML," where fundamental concepts of machine and deep learning are demystified. Progress to "Applications of TinyML," exploring practical implementations including voice recognition and neural networks on compact devices. The program culminates in "Deploying TinyML," offering hands-on experience through project-based learning using an Arduino-based TinyML Program Kit—perfect for building innovative applications in image recognition, audio processing, and more.

Through this series, gain proficiency in using Python and TensorFlow (Lite/Micro) for developing applications on tiny devices, alongside insights into the responsible design of AI systems. This program is a unique collaboration, leveraging expertise from Harvard’s SEAS faculty and Google’s TensorFlow team, including Harvard Professor Vijay Janapa Reddi, Google Lead AI Advocate Laurence Moroney, and TensorFlow Micro team Technical Lead Pete Warden.

Whether you're interested in data science, computer science, engineering, or a combination of these fields, this program offers a unique blend of educational excellence and practical insight into TinyML. Enrolled in categories such as Artificial Intelligence, Machine Learning, Deep Learning, Programming, Embedded Systems, and Microcontrollers, you're set to embark on a learning adventure that aligns with the forefront of technological innovation.

Embark on a journey into the future of technology with this edX Professional Certificate program brought to you by Harvard University. Explore the endless possibilities of Tiny Machine Learning and how it’s reshaping the way we interact with the world around us.