TinyML Journey - From Face Detection Demo to Real-Life Commercial Deployment

Explore the journey of TinyML from face detection demonstrations to large-scale commercial deployment in this 31-minute talk from the EMEA 2021 tinyML conference. Gain insights into the challenges and solutions encountered when transitioning from proof-of-concept to real-world applications, including addressing varying object distances and light conditions. Learn about the first widely deployed commercial consumer case study, planned for implementation in millions of notebooks. Discover the potential of TinyML technology and its advantages in using low-cost MCUs, while understanding the technological gaps that need to be bridged for successful business implementation. Delve into topics such as Project Athena, power domain considerations, engineering challenges, and emergency response applications.

Introduction
Project Athena
Wacom approach
Power domain
Engineering
Realworld challenges
Emergency response
Challenges
Hardware
Conclusion
How fast are your models
Questions
Wrapup