The TensorFlow Workshop

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The TensorFlow Workshop

The TensorFlow Workshop


This eBook includes

Formats : PDF (Read Only)

Pages : 600

ISBN : 9781800200227

Language : English

About the Book

Book description

Get started with TensorFlow fundamentals to build and train deep learning models with real-world data, practical exercises, and challenging activities

Key Features

  • Understand the fundamentals of tensors, neural networks, and deep learning
  • Discover how to implement and fine-tune deep learning models for real-world datasets
  • Build your experience and confidence with hands-on exercises and activities

Book Description

Getting to grips with tensors, deep learning, and neural networks can be intimidating and confusing for anyone, no matter their experience level. The breadth of information out there, often written at a very high level and aimed at advanced practitioners, can make getting started even more challenging.

If this sounds familiar to you, The TensorFlow Workshop is here to help. Combining clear explanations, realistic examples, and plenty of hands-on practice, it’ll quickly get you up and running.

You’ll start off with the basics – learning how to load data into TensorFlow, perform tensor operations, and utilize common optimizers and activation functions. As you progress, you’ll experiment with different TensorFlow development tools, including TensorBoard, TensorFlow Hub, and Google Colab, before moving on to solve regression and classification problems with sequential models.

Building on this solid foundation, you’ll learn how to tune models and work with different types of neural network, getting hands-on with real-world deep learning applications such as text encoding, temperature forecasting, image augmentation, and audio processing.

By the end of this deep learning book, you’ll have the skills, knowledge, and confidence to tackle your own ambitious deep learning projects with TensorFlow.

What you will learn

  • Get to grips with TensorFlow’s mathematical operations
  • Pre-process a wide variety of tabular, sequential, and image data
  • Understand the purpose and usage of different deep learning layers
  • Perform hyperparameter-tuning to prevent overfitting of training data
  • Use pre-trained models to speed up the development of learning models
  • Generate new data based on existing patterns using generative models

Who this book is for

This TensorFlow book is for anyone who wants to develop their understanding of deep learning and get started building neural networks with TensorFlow. Basic knowledge of Python programming and its libraries, as well as a general understanding of the fundamentals of data science and machine learning, will help you grasp the topics covered in this book more easily.

The TensorFlow Workshop

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Author Details

Packt Publishing

Packt Publishing

Founded in 2004 in Birmingham, UK, Packt's mission is to help the world put software to work in new ways, through the delivery of effective learning and information services to IT professionals.

Working towards that vision, we have published over 6,500 books and videos so far, providing IT professionals with the actionable knowledge they need to get the job done - whether that's specific learning on an emerging technology or optimizing key skills in more established tools.

As part of our mission, we have also awarded over $1,000,000 through our Open Source Project Royalty scheme, helping numerous projects become household names along the way.

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