TensorFlow：Powerful Predictive Analytics with TensorFlow

coverpage

TensorFlow: Powerful Predictive Analytics with TensorFlow

Credits

Meet Your Expert

Preface

What's in It for Me?

What Will I Get From This Book?

Prerequisites

Chapter 1. From Data to Decisions – Getting Started with TensorFlow

Taking Decisions Based on Data – Titanic Example

General Overview of TensorFlow

Installing and Configuring TensorFlow

TensorFlow Computational Graph

TensorFlow Programming Model

Data Model in TensorFlow

TensorBoard

Getting Started with TensorFlow – Linear Regression and Beyond

Summary

Assessments

Chapter 2. Putting Data in Place – Supervised Learning for Predictive Analytics

Supervised Learning for Predictive Analytics

Linear Regression – Revisited

From Disaster to Decision – Titanic Example Revisited

Summary

Assessments

Chapter 3. Clustering Your Data – Unsupervised Learning for Predictive Analytics

Unsupervised Learning and Clustering

Using K-means for Predictive Analytics

Predictive Models for Clustering Audio Files

Using kNN for Predictive Analytics

Summary

Assessments

Chapter 4. Using Reinforcement Learning for Predictive Analytics

Reinforcement Learning

Reinforcement Learning in Predictive Analytics

Notation Policy and Utility in RL

Developing a Multiarmed Bandit's Predictive Model

Developing a Stock Price Predictive Model

Summary

Assessments

Appendix A. Assessment Answers

Lesson 1: From Data to Decisions – Getting Started with TensorFlow

Lesson 2: Putting Data in Place – Supervised Learning for Predictive Analytics

Lesson 3: Clustering Your Data – Unsupervised Learning for Predictive Analytics