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YouTube

Xylo: A Sub-mW Low-Dimensional Signal Neuromorphic Processor

EDGE AI FOUNDATION via YouTube

Overview

Watch a technical conference presentation from tinyML Asia 2022 exploring SynSense's Xylo, an innovative ultra-low-power neuromorphic processor. Discover how this 1mW processor family implements binary event-based neuronal architectures and communication for machine vision and signal processing applications. Learn about Xylo's fully programmable architecture that supports various spiking neural networks, including feed-forward, recurrent, and reservoir configurations. Explore the Xylo-A2's integrated analog Audio-Front-End capabilities for real-time audio processing, and understand how the processor efficiently simulates leaky integrate-and-fire neurons with exponential input synapses. Gain insights into the processor's high configurability features, supporting up to 1000 neurons with individual synaptic and membrane parameters, and its ability to power TinyML applications continuously at just hundreds of microwatts.

Syllabus

tinyML Asia 2022 Yuya Ling: Xylo: A sub-mW, low-dimensional Signal Neuromorphic Processor

Taught by

EDGE AI FOUNDATION

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