Hands-OnDeepLearningwithTensorFlow

Hands-On Deep Learning with TensorFlow Table of Contents Hands-On Deep Learning with TensorFlow Credits About the Author www.PacktPub.com eBooks, discount offers, and more Why subscribe? Customer Feedback Preface What this book covers What you need for this book Who this book is for Conventions Reader feedback Customer support Downloading the example code Downloading the color images of this book Errata Piracy Questions 1. Getting Started Installing TensorFlow TensorFlow – main page TensorFlow – the installation page Installing via pip Installing via CoCalc Simple computations Defining scalars and tensors Computations on tensors Doing computation Variable tensors Viewing and substituting intermediate values Logistic regression model building Introducing the font classification dataset Logistic regression Getting data ready Building a TensorFlow model Logistic regression training Developing the loss function Training the model Evaluating the model accuracy Summary 2. Deep Neural Networks Basic neural networks Log function Sigmoid function Single hidden layer model Exploring the single hidden layer model Backpropagation Sing......