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TinyML: From Concept to Reality - Transforming Everyday Devices

tinyML via YouTube

Overview

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Explore the transformative world of Tiny Machine Learning (TinyML) in this 34-minute conference talk by Carmelo Sansone from Renesas. Delve into how the explosion of data and affordable processors is revolutionizing everyday devices, turning futuristic concepts into reality. Learn about the increasing number of sensors in smartphones, the rise of autonomous vehicles, and how this data revolution fuels TinyML growth across various sectors. Examine the lifecycle of artificial intelligence adoption, market trends predicting stellar growth rates, and practical applications in home automation and industrial settings. Discover innovative uses of AI in smart homes, cities, and beyond, from optimizing HVAC systems to enhancing safety during emergencies. Address the challenges of adopting AI for real-time analytics, vision, and voice applications, emphasizing robust data acquisition and skilled engineering. Gain insights into pre-trained models, partnerships driving specialized solutions like defect detection, and the vision of democratizing AI with a scalable product portfolio and robust developer stack.

Syllabus

tinyML Foundation EMEA 2024: Carmelo Sansone of Renesas - tinyML, from Concept to Reality

Taught by

tinyML

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