Custom Data Generator, Layer, Loss function and Learning Rate Scheduler In this post, I will demonstrate how you can use custom building blocks for your deep learning model. Specifically, we will see how to use custom data generators, custom Keras layer, custom loss function, and a custom learning rate scheduler.
Introduction Neural Networks are a specific set of machine learning algorithms that are inspired by biological neural networks and they have revolutionized machine learning. In simple terms, they are general function approximations, which can be applied to almost any machine learning problem about learning a complex mapping from the input to the output space.