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The Applied TensorFlow and Keras Workshop
Develop your practical skills by working through a real-world project and build your own Bitcoin price prediction...
Taschenbuch von Harveen Singh Chadha (u. a.)
Sprache: Englisch

43,10 €*

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Beschreibung
Cut through the noise and get real results with this workshop for beginners. Use a project-based approach to exploring machine learning with TensorFlow and Keras.
Key Features

Understand the nuances of setting up a deep learning programming environment

Gain insights into the common components of a neural network and its essential operations

Get to grips with deploying a machine learning model as an interactive web application with Flask

Book Description

Machine learning gives computers the ability to learn like humans. It is becoming increasingly transformational to businesses in many forms, and a key skill to learn to prepare for the future digital economy.

As a beginner, you'll unlock a world of opportunities by learning the techniques you need to contribute to the domains of machine learning, deep learning, and modern data analysis using the latest cutting-edge tools.

The Applied TensorFlow and Keras Workshop begins by showing you how neural networks work. After you've understood the basics, you will train a few networks by altering their hyperparameters. To build on your skills, you'll learn how to select the most appropriate model to solve the problem in hand. While tackling advanced concepts, you'll discover how to assemble a deep learning system by bringing together all the essential elements necessary for building a basic deep learning system - data, model, and prediction. Finally, you'll explore ways to evaluate the performance of your model, and improve it using techniques such as model evaluation and hyperparameter optimization.

By the end of this book, you'll have learned how to build a Bitcoin app that predicts future prices, and be able to build your own models for other projects.

What you will learn

Familiarize yourself with the components of a neural network

Understand the different types of problems that can be solved using neural networks

Explore different ways to select the right architecture for your model

Make predictions with a trained model using TensorBoard

Discover the components of Keras and ways to leverage its features in your model

Explore how you can deal with new data by learning ways to retrain your model

Who this book is for

If you are a data scientist or a machine learning and deep learning enthusiast, who is looking to design, train, and deploy TensorFlow and Keras models into real-world applications, then this workshop is for you. Knowledge of computer science and machine learning concepts and experience in analyzing data will help you to understand the topics explained in this book with ease.
Cut through the noise and get real results with this workshop for beginners. Use a project-based approach to exploring machine learning with TensorFlow and Keras.
Key Features

Understand the nuances of setting up a deep learning programming environment

Gain insights into the common components of a neural network and its essential operations

Get to grips with deploying a machine learning model as an interactive web application with Flask

Book Description

Machine learning gives computers the ability to learn like humans. It is becoming increasingly transformational to businesses in many forms, and a key skill to learn to prepare for the future digital economy.

As a beginner, you'll unlock a world of opportunities by learning the techniques you need to contribute to the domains of machine learning, deep learning, and modern data analysis using the latest cutting-edge tools.

The Applied TensorFlow and Keras Workshop begins by showing you how neural networks work. After you've understood the basics, you will train a few networks by altering their hyperparameters. To build on your skills, you'll learn how to select the most appropriate model to solve the problem in hand. While tackling advanced concepts, you'll discover how to assemble a deep learning system by bringing together all the essential elements necessary for building a basic deep learning system - data, model, and prediction. Finally, you'll explore ways to evaluate the performance of your model, and improve it using techniques such as model evaluation and hyperparameter optimization.

By the end of this book, you'll have learned how to build a Bitcoin app that predicts future prices, and be able to build your own models for other projects.

What you will learn

Familiarize yourself with the components of a neural network

Understand the different types of problems that can be solved using neural networks

Explore different ways to select the right architecture for your model

Make predictions with a trained model using TensorBoard

Discover the components of Keras and ways to leverage its features in your model

Explore how you can deal with new data by learning ways to retrain your model

Who this book is for

If you are a data scientist or a machine learning and deep learning enthusiast, who is looking to design, train, and deploy TensorFlow and Keras models into real-world applications, then this workshop is for you. Knowledge of computer science and machine learning concepts and experience in analyzing data will help you to understand the topics explained in this book with ease.
Über den Autor
Harveen Singh Chadha is an experienced researcher in deep learning and is currently working as a self-driving car engineer. He is focused on creating an advanced driver assistance systems (ADAS) platform. His passion is to help people who want to enter the data science universe. He is the author of the video course Hands-On Neural Network Programming with TensorFlow.
Details
Erscheinungsjahr: 2020
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Titelzusatz: Develop your practical skills by working through a real-world project and build your own Bitcoin price prediction tracker
ISBN-13: 9781800201217
ISBN-10: 1800201214
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Chadha, Harveen Singh
Capelo, Luis
Hersteller: Packt Publishing
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 235 x 191 x 10 mm
Von/Mit: Harveen Singh Chadha (u. a.)
Erscheinungsdatum: 29.07.2020
Gewicht: 0,338 kg
Artikel-ID: 118846365
Über den Autor
Harveen Singh Chadha is an experienced researcher in deep learning and is currently working as a self-driving car engineer. He is focused on creating an advanced driver assistance systems (ADAS) platform. His passion is to help people who want to enter the data science universe. He is the author of the video course Hands-On Neural Network Programming with TensorFlow.
Details
Erscheinungsjahr: 2020
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Titelzusatz: Develop your practical skills by working through a real-world project and build your own Bitcoin price prediction tracker
ISBN-13: 9781800201217
ISBN-10: 1800201214
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Chadha, Harveen Singh
Capelo, Luis
Hersteller: Packt Publishing
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 235 x 191 x 10 mm
Von/Mit: Harveen Singh Chadha (u. a.)
Erscheinungsdatum: 29.07.2020
Gewicht: 0,338 kg
Artikel-ID: 118846365
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