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  • Book Overview & Buying The Deep Learning Workshop
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The Deep Learning Workshop

The Deep Learning Workshop

By : Mirza Rahim Baig , Thomas Joseph, Nipun Sadvilkar , Mohan Kumar Silaparasetty , Anthony So , Akshay Chauhan, Nagendra Nagaraj, Robert Ridley
4.5 (4)
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The Deep Learning Workshop

The Deep Learning Workshop

4.5 (4)
By: Mirza Rahim Baig , Thomas Joseph, Nipun Sadvilkar , Mohan Kumar Silaparasetty , Anthony So , Akshay Chauhan, Nagendra Nagaraj, Robert Ridley

Overview of this book

Are you fascinated by how deep learning powers intelligent applications such as self-driving cars, virtual assistants, facial recognition devices, and chatbots to process data and solve complex problems? Whether you are familiar with machine learning or are new to this domain, The Deep Learning Workshop will make it easy for you to understand deep learning with the help of interesting examples and exercises throughout. The book starts by highlighting the relationship between deep learning, machine learning, and artificial intelligence and helps you get comfortable with the TensorFlow 2.0 programming structure using hands-on exercises. You’ll understand neural networks, the structure of a perceptron, and how to use TensorFlow to create and train models. The book will then let you explore the fundamentals of computer vision by performing image recognition exercises with convolutional neural networks (CNNs) using Keras. As you advance, you’ll be able to make your model more powerful by implementing text embedding and sequencing the data using popular deep learning solutions. Finally, you’ll get to grips with bidirectional recurrent neural networks (RNNs) and build generative adversarial networks (GANs) for image synthesis. By the end of this deep learning book, you’ll have learned the skills essential for building deep learning models with TensorFlow and Keras.
Table of Contents (9 chapters)
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Preface

Introduction to TensorFlow

TensorFlow is a deep learning library developed by Google. At the time of writing this book, TensorFlow is by far the most popular deep learning library. It was originally developed by a team within Google called the Google Brain team for their internal use and was subsequently open sourced in 2015. The Google Brain team has developed popular applications such as Google Photos and Google Cloud Speech-to-Text, which are deep learning applications based on TensorFlow. TensorFlow 1.0 was released in 2017, and within a short period of time, it became the most popular deep learning library ahead of other existing libraries, such as Caffe, Theano, and PyTorch. It is considered the industry standard, and almost every organization that is doing something in the deep learning space has adopted it. Some of the key features of TensorFlow are as follows:

  • It can be used with all common programming languages, such as Python, Java, and R
  • It can be deployed on...
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The Deep Learning Workshop
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