TinyML: Current Progress, Research Challenges, and Future Roadmap
Muhammad Shafique, Theocharis Theocharides, Vijay Janapa Reddy, Boris Murmann
Abstract
TinyML: tiny in size, BIG in impact!This paper highlights the current progress, challenges and open research opportunities in the domain of tinyML, benchmarking, and emerging applications for Edge-AI.
Topics & Concepts
Current (fluid)Computer scienceSystems engineeringRisk analysis (engineering)EngineeringElectrical engineeringBusinessAdvanced Memory and Neural ComputingFerroelectric and Negative Capacitance DevicesCCD and CMOS Imaging Sensors