chapter 6 How to Develop Bidirectional LSTMs

10.0.1 Lesson Goal

The goal of this lesson is to learn how to develop Bidirectional LSTM models. After completing this lesson, you will know:

• The Bidirectional LSTM architecture and how to implement it in Keras.
• The cumulative sum prediction problem.
• How to develop a Bidirectional LSTM for the cumulative sum prediction problem.

10.0.2 Lesson Overview

This lesson is divided into 7 parts; they are:

1. The Bidirectional LSTM.
2. Cumulative Sum Prediction Problem.
3. Dene and Compile the Model.
4. Fit the Model.
5. Evaluate the Model.
6. Make Predictions With the Model.
7. Complete Example.