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TensorFlow：Powerful Predictive Analytics with TensorFlow
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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