The content in this learning note is based on Tensorflow 2.8.0.

Some interactive the example codes can be found here.

Table of Contents

Tensorflow Installation

Tensors and Variables

Jacobian Matrix and Gradient

Gradient Descent

Objective Functions

Optimizers

Activation Functions

Multilayer Perceptron

Dataset

TFRecord

Callback

Weight Initialization

Dropout

Batch Normalization

Please leave comments or contact me (dn070017@gmail.com) if the content or the information of the learning notes are incorrect.