更新时间:2021-07-02 22:02:36
封面
版权信息
Credits
About the Authors
About the Reviewers
www.PacktPub.com
Why subscribe?
Customer Feedback
Dedication
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
Errata
Piracy
Questions
TensorFlow - An Introduction
Introduction
Installing TensorFlow
How to do it...
How it works...
There's more...
Hello world in TensorFlow
Understanding the TensorFlow program structure
Working with constants variables and placeholders
Performing matrix manipulations using TensorFlow
Using a data flow graph
Migrating from 0.x to 1.x
Using XLA to enhance computational performance
Invoking CPU/GPU devices
TensorFlow for Deep Learning
There's more
Different Python packages required for DNN-based problems
Regression
Choosing loss functions
Optimizers in TensorFlow
Reading from CSV files and preprocessing data
House price estimation-simple linear regression
House price estimation-multiple linear regression
Logistic regression on the MNIST dataset
Neural Networks - Perceptron
Activation functions