Applied Deep Learning with Keras

Appendix

About

This section is included to assist you to perform the activities in the book. It includes detailed steps that are to be performed by you to achieve the objectives of the activities.

Chapter 1: Introduction to Machine Learning with Keras

Activity 1: Adding Regularization to the Model

Solution:

1. Load the feature data from Exercise 1 and the target data from the second activity. The feature data from the second activity can also be used:

   import pandas as pd

   feats = pd.read_csv(‘data/bank_data_feats_e3.csv’, index_col=0)

   target = pd.read_csv(‘data/bank_data_target_e2.csv’, index_col=0)

2. We will again create a test and train dataset. We will train the data using the training dataset. This time, however, we will use part of the ...