What Can In-memory Computing Deliver and What Are the Barriers - tinyML Summit 2019

What Can In-memory Computing Deliver and What Are the Barriers - tinyML Summit 2019

Explore in-memory computing's potential and challenges in this 36-minute conference talk from the tinyML Summit 2019. Delve into Prof. Naveen Verma's insights on the memory wall, data movement amortization, and IMC as a spatial architecture. Examine current IMC standings, including analog computation, algorithmic co-design, programmability, and efficient application mappings. Discover the path forward with charge-domain analog computing, featuring a 2.4Mb, 64-tile IMC system. Learn about programmable IMC, bit-scalable mixed-signal compute, development boards, and design flows. Witness demonstrations and gain valuable conclusions on the future of in-memory computing in tiny machine learning applications.