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

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

Sinopsis

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.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

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.

De la contraportada

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. 

You will:

  • 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

"Sobre este título" puede pertenecer a otra edición de este libro.

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Manganiello, Fabio
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Paperback or Softback. Condición: New. Computer Vision with Maker Tech: Detecting People with a Raspberry Pi, a Thermal Camera, and Machine Learning 0.78. Book. Nº de ref. del artículo: BBS-9781484268209

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Condición: 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. Nº de ref. del artículo: 437482610

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Fabio Manganiello
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Taschenbuch. Condición: 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. Nº de ref. del artículo: 9781484268209

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