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TensorFlow：Powerful Predictive Analytics with TensorFlow

更新時間：2021-07-02 16:18:52

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最新章節： Lesson 4: Using Reinforcement Learning for Predictive Analytics

Thisbookisaimedatdevelopers,dataanalysts,machinelearningpractitioners,anddeeplearningenthusiastswhowanttobuildpowerful,robust,andaccuratepredictivemodelswiththepowerofTensorFlow.

目錄(45章)

倒序

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
Lesson 4: Using Reinforcement Learning for Predictive Analytics 更新時間：2021-07-02 16:18:52

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TensorFlow：Powerful Predictive Analytics with TensorFlow