Explore the journey of tinyML from face detection demos to real-life commercial deployment in this 25-minute partner session from the tinyML Summit 2021. Delve into Emza Visual Sense's experience in driving tinyML to a design win, planned for deployment in millions of notebooks. Discover the challenges of bridging the gap between available demos and real-life use cases, addressing issues such as object distance and light conditions. Learn about the potential of tinyML in consumer applications, the advantages of using low-cost MCUs, and the technological advancements needed to convert demos into successful business implementations. Gain insights into topics such as contextual privacy, adaptive dimming, and the impact of COVID-19 on the development process.