Benjamin Clark: A Hands-On Introduction to Quantisation: From Neural Weights to Edge Deployment

Benjamin Clark - DevOps Consultant

Ben Clark is a DevOps consultant with over a decade of experience leading platform engineering and automation across large enterprises. He specialises in distributed systems, ML-Ops, and data engineering. Ben also maintains open-source projects at sudoblark.com and is pursuing a BSc in Computing and IT, focusing on the mathematics of machine learning and its application to constrained and embedded systems.

Talk Title: A Hands-On Introduction to Quantisation: From Neural Weights to Edge Deployment

This session builds a working understanding of neural network weights using simple perceptrons, then explains how quantisation reduces model size and computation.

Ben will walk through the practical steps of deploying a quantised model to a Raspberry Pi, demonstrating how these techniques make neural networks viable on constrained hardware.

We welcome Ben back for the 3rd time with us! Ben is our ambassador for CI/CD.

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Видео Benjamin Clark: A Hands-On Introduction to Quantisation: From Neural Weights to Edge Deployment канала DevOps Society