TensorFlowMachineLearningCookbook - (EPUB全文下载)

文件大小：5.11 mb。
文件格式：epub 格式。
书籍内容：

TensorFlow Machine Learning Cookbook
Table of Contents
TensorFlow Machine Learning Cookbook
Credits
About the Author
About the Reviewer
www.PacktPub.com
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Why Subscribe?
Customer Feedback
Preface
What this book covers
What you need for this book
Who this book is for
Sections
Getting ready
How to do it…
How it works…
There's more…
See also
Conventions
Reader feedback
Customer support
Downloading the example code
Piracy
Questions
1. Getting Started with TensorFlow
Introduction
How TensorFlow Works
Getting ready
How to do it…
How it works…
See also
Declaring Tensors
Getting ready
How to do it…
How it works…
There's more…
Using Placeholders and Variables
Getting ready
How to do it…
How it works…
There's more…
Working with Matrices
Getting ready
How to do it…
How it works…
Declaring Operations
Getting ready
How to do it…
How it works…
There's more…
Implementing Activation Functions
Getting ready
How to do it…
How it works…
There's more…
Working with Data Sources
Getting ready
How to do it…
How it works…
See also
Additional Resources
Getting ready
How to do it…
See also
2. The TensorFlow Way
Introduction
Operations in a Computational Graph
Getting ready
How to do it…
How it works…
Layering Nested Operations
Getting ready
How to do it…
How it works…
There's more…
Working with Multiple Layers
Getting ready
How to do it…
How it works…
Implementing Loss Functions
Getting ready
How to do it…
How it works…
There's more…
Implementing Back Propagation
Getting ready
How to do it…
How it works…
There's more…
See also
Working with Batch and Stochastic Training
Getting ready
How to do it…
How it works…
There's more…
Combining Everything Together
Getting ready
How to do it…
How it works…
There's more…
See also
Evaluating Models
Getting ready
How to do it…
How it works…
3. Linear Regression
Introduction
Using the Matrix Inverse Method
Getting ready
How to do it…
How it works…
Implementing a Decomposition Method
Getting ready
How to do it…
How it works…
Learning The TensorFlow Way of Linear Regression
Getting ready
How to do it…
How it works…
Understanding Loss Functions in Linear Regression
Getting ready
How to do it…
How it works…
There's more…
Implementing Deming regression
Getting ready
How to do it…
How it works…
Implementing Lasso and Ridge Regression
Getting ready
How to do it…
How it works…
There's' more…
Implementing Elastic Net Regression
Getting ready
How to do it…
How it works…
Implementing Logistic Regression
Getting ready
How to do ............

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