The Applied TensorFlow and Keras Workshop

封面

版权信息

Preface

1. Introduction to Neural Networks and Deep Learning

Introduction

What are Neural Networks?

Why Do Neural Networks Work So Well?

Configuring a Deep Learning Environment

Exploring a Trained Neural Network

Summary

2. Real-World Deep Learning: Predicting the Price of Bitcoin

Introduction

Choosing the Right Model Architecture

Structuring Your Problem

Using Keras as a TensorFlow Interface

From Data Preparation to Modeling

Summary

3. Real-World Deep Learning: Evaluating the Bitcoin Model

Introduction

Hyperparameter Optimization

Summary

4. Productization

Introduction

Handling New Data

Summary

Appendix

Chapter 01: Introduction to Neural Networks and Deep Learning

Chapter 02: Real-World Deep Learning: Predicting the Price of Bitcoin

Chapter 3: Real-World Deep Learning: Evaluating the Bitcoin Model