Accuracy and loss

After fitting the model, accuracy and loss values for the 15 epochs are plotted as follows:

We can observe from the preceding plot that training accuracy continues to increase, whereas validation accuracy for the last few epochs is more or less flat. A similar pattern in the opposite direction is observed for the loss values. However, we do not observe any major overfitting problem.

Let's now evaluate this model and see how predictions with this model perform.

Get Advanced Deep Learning with R now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.