All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Artificial Intelligence for IoT Cookbook

You're reading from Artificial Intelligence for IoT Cookbook

Product type Book

Published in Mar 2021

Publisher Packt

ISBN-13 9781838981983

Pages 260 pages

Edition 1st Edition

Languages

Concepts

Artificial Intelligence

Author (1):

Michael Roshak

Table of Contents (11) Chapters

Preface

1. Setting Up the IoT and AI Environment

2. Handling Data

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

Using keras for fall detection

One strategy for predictive maintenance is to look at patterns of device failures for a given record. In this recipe, we will classify the data that exhibits a pattern that happens before the device fails.

We will be using keras, which is a fairly powerful machine learning library. Keras strips away some of the complexity of TensorFlow and PyTorch. Keras is a great framework for beginners in machine learning as it is easy to get started on and the concepts learned in Keras transfer to more expressive machine learning libraries such as TensorFlow and PyTorch.

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

Start free trial

Renews at $15.99/month. Cancel anytime}

Authors (1)

Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.

See other products by Michael Roshak

Other recommended products

Related to this chapter

Azure IoT Development Cookbook

Azure IoT Development Cookbook

It is important to develop robust and reliable solutions for your organization to leverage IoT services. Microsoft’s end-to-end IoT platform is the most complete IoT offering. It empowers enterprises to build and realize value from their IoT solutions for innovative business outcomes with Microsoft Azure IoT. This book will teach you how to connect multiple devices to the Azure IoT hub, develop, manage the IoT hub service, and integrate the hub with the cloud.

Aug 2017 8 hours 28 minutes

Hands-On Edge Analytics with Azure IoT

Hands-On Edge Analytics with Azure IoT

Edge analytics brings intelligence to the sensory side of IoT applications. This is a comprehensive introduction for those who are new to edge analytics, that will have you up-to-speed in no time. You will learn to design modern edge analytics applications that take advantage of the processing power of single board computers and microcontrollers.

May 2020 8 hours 44 minutes

Hands-On Deep Learning for IoT

Hands-On Deep Learning for IoT

This book will provide you an overview of Deep Learning techniques to facilitate the analytics and learning in various IoT apps. We will take you through each process - from data collection, analysis, modeling, statistics, and monitoring. We will make IoT data speak with a set of popular frameworks, like TensorFlow, TensorFlow Lite, and Chainer.

Jun 2019 10 hours 16 minutes

Hands-On Artificial Intelligence for IoT

Hands-On Artificial Intelligence for IoT

The book will help you get well-versed with different techniques in Artificial Intelligence such as machine learning, deep learning, natural language processing and more to build smart IoT systems. By the end of the book, you will have practical knowledge on how to implement and manipulate text, audio, and speech data within the IoT system.

Jan 2019 13 hours 0 minutes

Applied Deep Learning with PyTorch

Applied Deep Learning with PyTorch

Starting with the basics of deep learning and their various applications, Applied Deep Learning with PyTorch shows you how to solve trending tasks, such as image classification and natural language processing by understanding the different architectures of the neural networks.

Apr 2019 8 hours 28 minutes

Hands-On Industrial Internet of Things

Hands-On Industrial Internet of Things

This book explains the key feature to develop a complex and stable network that helps to gather the data to optimize the asset performance and maximize the production in the Industries leveraging on the cloud infrastructure and services. By the end, you can design the Industrial IoT network and the architecture for processing its data in the cloud.

Nov 2018 18 hours 32 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes