TensorFlow - Machine Learning Platform

This chapter provides introductions and tutorials on TensorFlow. Topics include introduction TensorFlow; installing TensorFlow Python library; understanding tensor flow graph; running TensorFlow Session; building learning model for MNIST database.

What Is TensorFlow

"tensorflow" - TensorFlow Python Library

"tensorflow" Interactive Test Web Page

Tensor and Tensor Flow Graph

Tensor Operation Properties

TensorFlow Session Class and run() Function

TensorFlow Variable Class and load() Function

Linear Regression with TensorFlow

tensorflow.examples.tutorials.mnist Module

Simple TensorFlow Model on MNIST Database

Commonly Used TensorFlow Funcitons

Takeaways:

Table of Contents

 About This Book

 Deep Playground for Classical Neural Networks

 Building Neural Networks with Python

 Simple Example of Neural Networks

TensorFlow - Machine Learning Platform

 PyTorch - Machine Learning Platform

 CNN (Convolutional Neural Network)

 RNN (Recurrent Neural Network)

 GNN (Graph Neural Network)

 References

 Full Version in PDF/EPUB