Having acquired substantial knowledge on neural networks, we are now ready to perform our first operation using them. We will start with processing signals, and see how a neural network is fed data. You will be mesmerized at how increasing the levels and complexity of neurons can actually make a problem look simple. We will then look at how language can be processed. We will make several predictions using datasets.
In this chapter, we will cover the following topics:
- Processing signals
- Images as numbers
- Feeding a neural network
- Examples of tensors
- Building a model
- Compiling the model
- Implementing weight regularization in Keras
- Weight regularization experiments
- Implementing dropout regularization in Keras
- Language processing
- The internet movie reviews dataset
- Plotting a single training instance
- One-hot encoding
- Vectorizing...
