Skip to main content

Drive your career forward

Professional Certificate in
Applied Tiny Machine Learning (TinyML) for Scale

What you will learn

  • How to gather data effectively for training machine learning models.
  • How to use Python to train and deploy tiny machine learning models.
  • How to optimize machine learning models for resource-constrained devices.
  • How to conceive and design your own tiny machine learning application.
  • How to program in TensorFlow Lite for Microcontrollers.
  • How to automate a MLOps life cycle.
  • Real-world examples and case studies of MLOps Platforms targeting tiny devices.
Expert instruction
3 skill-building courses
Progress at your own speed
5 months
2 - 4 hours per week
Discounted price: $807.30
Pre-discounted price: $897USD
For the full program experience

Courses in this program

  1. HarvardX's Applied Tiny Machine Learning (TinyML) for Scale Professional Certificate

Meet your instructors
from Harvard University (HarvardX)

Laurence Moroney
Lead AI Advocate
Dr. Larissa Suzuki
Head of Data/AI Practice
Pete Warden
Technical Lead of TensorFlow Mobile and Embedded
Vijay Janapa Reddi
Associate Professor
John A. Paulson School of Engineering and Applied Sciences (SEAS), Harvard University

Experts from HarvardX committed to teaching online learning

Enrolling Now

Discounted price: $807.30
Pre-discounted price: $897USD
3 courses in 5 months
Pursue the Program


Drive your career forward with university-backed credit programs and verified certificates


Study and demonstrate knowledge on your schedule


Try a course before you pay


Learn with university partners and peers from around the world