epochs in machine learning code example

Example 1: epoch neural network definition

One Epoch is when an ENTIRE dataset is passed forward and backward 
through the neural network only ONCE.

Example 2: epochs

One Epoch is completed when a complete dataset is cycled forward and backward through the neural network or you can say your neural network has watched the entire dataset for once.