Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Artificial Intelligence for IoT Cookbook

You're reading from   Artificial Intelligence for IoT Cookbook Over 70 recipes for building AI solutions for smart homes, industrial IoT, and smart cities

Arrow left icon
Product type Paperback
Published in Mar 2021
Publisher Packt
ISBN-13 9781838981983
Length 260 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Michael Roshak Michael Roshak
Author Profile Icon Michael Roshak
Michael Roshak
Arrow right icon
View More author details
Toc

Table of Contents (11) Chapters Close

Preface 1. Setting Up the IoT and AI Environment 2. Handling Data FREE CHAPTER 3. Machine Learning for IoT 4. Deep Learning for Predictive Maintenance 5. Anomaly Detection 6. Computer Vision 7. NLP and Bots for Self-Ordering Kiosks 8. Optimizing with Microcontrollers and Pipelines 9. Deploying to the Edge 10. About Packt

Detecting spikes with streaming analytics

Stream Analytics is a tool that connects IoT Hub to other resources within Azure using a SQL interface. Stream Analytics moves data from IoT Hub to Cosmos DB, storage blobs, serverless functions, or a number of other scalable options. Streaming analytics has a few functions built-in, and you can create more functions yourself using JavaScript; anomaly detection is one of those functions. In this example, we are going to use Raspberry Pi to stream gyroscope and acceleration data to IoT Hub. Then we'll connect streaming analytics and, using its SQL interface, we will output only the anomalous results.

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image