The Deep Learning with Keras Workshop

3. Deep Learning with Keras

Overview

In this chapter, you will experiment with different neural network architectures. You will create Keras sequential models—building single-layer and multi-layer models—and evaluate the performance of trained models. Networks of different architectures will help you understand overfitting and underfitting. By the end of this chapter, you will have explored early stopping that can be used to combat overfitting to the training data.

Introduction

In the previous chapter, you learned about the mathematics of neural networks, including linear transformations with scalars, vectors, matrices, and tensors. Then, you implemented your first neural network using Keras by building a logistic regression model to classify ...