Exercises

Complete the following exercises in your own time and to improve your own learning experience. Improving your understanding of the material will make you a more successful deep learner, and you will likely enjoy this book better as well:

1. In the Chapter_2_1.py example, change the Conv2D layers to use a different filter size. Run the sample again, and see what effect this has on training performance and accuracy.
2. Comment out or delete a couple of the MaxPooling layers and corresponding UpSampling layers in the Chapter_2_1.py example. Remember, if you remove a pooling layer between layers 2 and 3, you likewise need to remove the up-sampling to remain consistent. Run the sample again, and see what effect this has on training time, accuracy, and performance.
3. Alter the Conv2D layers in the Chapter_2_2.py example using a different filter size. See what effect this has on training...