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Suitability of TinyML for Predictive Maintenance in High-Tech Manufacturing

tinyML via YouTube

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Overview

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This talk examines how TinyML, SensiML’s analytics toolkit, and the Adapdix EdgeOps platform can predict equipment failures in high-tech manufacturing. It covers data capture, curation, edge architecture, AutoML, and preventative maintenance based on equipment motion.

Syllabus

Intro
Introduction to SensiML
High-Tech Manufacturing Predictive Maintenance
Where Does TinyML Fits into the Solution?
Architecture & TinyML Integration
SensiML Data Capture Lab: Data Curation Made Simple
SensiML Analytics Studio: Efficient AutoML for Edge Sensing
Preventative Maintenance Around Equipment Motion

Taught by

tinyML

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