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Computer Vision with Maker Tech: Detecting People With a Raspberry Pi, a Thermal Camera, and Machine Learning - Couverture souple

 
9781484268209: Computer Vision with Maker Tech: Detecting People With a Raspberry Pi, a Thermal Camera, and Machine Learning

Synopsis

Harness the untapped potential of combining a decentralized Internet of Things (IoT) with the ability to make predictions on real-world fuzzy data. This book covers the theory behind machine learning models and shows you how to program and assemble a voice-controlled security.

You'll learn the differences between supervised and unsupervised learning and how the nuts-and-bolts of a neural network actually work. You'll also learn to identify and measure the metrics that tell how well your classifier is doing. An overview of other types of machine learning techniques, such as genetic algorithms, reinforcement learning, support vector machines, and anomaly detectors will get you up and running with a familiarity of basic machine learning concepts. Chapters focus on the best practices to build models that can actually scale and are flexible enough to be embedded in multiple applications and easily reusable.

With those concepts covered, you'll dive into the tools for setting up a network to collect and process the data points to be fed to our models by using some of the ubiquitous and cheap pieces of hardware that make up today's home automation and IoT industry, such as the RaspberryPi, Arduino, ESP8266, etc. Finally, you'll put things together and work through a couple of practical examples. You'll deploy models for detecting the presence of people in your house, and anomaly detectors that inform you if some sensors have measured something unusual. And you'll add a voice assistant that uses your own model to recognize your voice.

What You'll Learn

  • Develop a voice assistant to control your IoT devices
  • Implement Computer Vision to detect changes in an environment
  • Go beyond simple projects to also gain a grounding machine learning in general
  • See how IoT can become "smarter" with the inception of machine learning techniques
  • Build machine learning models using TensorFlow and OpenCV

Who This Book Is For
Makers and amateur programmers interested in taking simple IoT projects to the next level using TensorFlow and machine learning. Also more advanced programmers wanting an easy on ramp to machine learning concepts.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Fabio Manganiello is a 15 year veteran in machine learning and dynamic programming techniques. In his career, he has worked on natural language processing with a focus on automatically labelling and generating definitions for unknown terms in big corpora of unstructured documents; on an early voice assistant (Voxifera) developed back in 2008; on machine learning techniques for clustering, inferring correlations, and preventing the next step in complex attacks by analysing the alerts of an intrusion detection system; and several libraries to make model design and training easier. In the recent years, he has combined his passion for machine learning with IoT and distributed systems. From self-driving robots, to people detection, to anomaly detection, to data forecasting, he likes to combine the flexibility and affordability of tools such as RaspberryPi, Arduino, ESP8266, MQTT, and cheap sensors with the power of machine learning models. He's an active IEEE member and open sourceenthusiast, and has contributed to hundreds of open source projects over the years.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

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Manganiello, Fabio
Edité par Apress, 2021
ISBN 10 : 1484268202 ISBN 13 : 9781484268209
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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Harness the power of machine learning for IoT applicationsBuild a Computer Vision system with low-cost Maker hardwareGain a foothold in the advancing realm of machine learningFabio Manganiello is a 15 year veteran in machine learnin. N° de réf. du vendeur 437482610

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Harness the untapped potential of combining a decentralized Internet of Things (IoT) with the ability to make predictions on real-world fuzzy data. This book covers the theory behind machine learning models and shows you how to program and assemble a voice-controlled security.You'll learn the differences between supervised and unsupervised learning and how the nuts-and-bolts of a neural network actually work. You'll also learn to identify and measure the metrics that tell how well your classifier is doing. An overview of other types of machine learning techniques, such as genetic algorithms, reinforcement learning, support vector machines, and anomaly detectors will get you up and running with a familiarity of basic machine learning concepts. Chapters focus on the best practices to build models that can actually scale and are flexible enough to be embedded in multiple applications and easily reusable.With those concepts covered, you'll dive into the tools for setting up a network to collect and process the data points to be fed to our models by using some of the ubiquitous and cheap pieces of hardware that make up today's home automation and IoT industry, such as the RaspberryPi, Arduino, ESP8266, etc.Finally, you'll put things together and work through a couple of practical examples. You'll deploy models for detecting the presence of people in your house, and anomaly detectors that inform you if some sensors have measured something unusual. And you'll add a voice assistant that uses your own model to recognize your voice.What You'll LearnDevelop a voice assistant to control your IoT devicesImplement Computer Vision to detect changes in an environmentGo beyond simple projects to also gain a grounding machine learning in generalSee how IoT can become 'smarter' with the inception of machine learning techniquesBuild machine learning models using TensorFlow and OpenCVWho This Book Is ForMakers and amateur programmers interested in taking simple IoT projects to the next level using TensorFlow and machine learning. Also more advanced programmers wanting an easy on ramp to machine learning concepts. 248 pp. Englisch. N° de réf. du vendeur 9781484268209

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Taschenbuch. Etat : Neu. Neuware -Harness the untapped potential of combining a decentralized Internet of Things (IoT) with the ability to make predictions on real-world fuzzy data. This book covers the theory behind machine learning models and shows you how to program and assemble a voice-controlled security.Yoüll learn the differences between supervised and unsupervised learning and how the nuts-and-bolts of a neural network actually work. Yoüll also learn to identify and measure the metrics that tell how well your classifier is doing. An overview of other types of machine learning techniques, such as genetic algorithms, reinforcement learning, support vector machines, and anomaly detectors will get you up and running with a familiarity of basic machine learning concepts. Chapters focus on the best practices to build models that can actually scale and are flexible enough to be embedded in multiple applications and easily reusable.With those concepts covered, yoüll dive into the tools for setting up a network to collect and process the data points to be fed to our models by using some of the ubiquitous and cheap pieces of hardware that make up today's home automation and IoT industry, such as the RaspberryPi, Arduino, ESP8266, etc. Finally, yoüll put things together and work through a couple of practical examples. Yoüll deploy models for detecting the presence of people in your house, and anomaly detectors that inform you if some sensors have measured something unusual. And yoüll add a voice assistant that uses your own model to recognize your voice.What You'll LearnDevelop a voice assistant to control your IoT devicesImplement Computer Vision to detect changes in an environmentGo beyond simple projects to also gain a grounding machine learning in generalSee how IoT can become 'smarter' with the inception of machine learning techniquesBuild machine learning models using TensorFlow and OpenCVAPress in Springer Science + Business Media, Heidelberger Platz 3, 14197 Berlin 248 pp. Englisch. N° de réf. du vendeur 9781484268209

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