- What data summarization strategy discussed in this chapter can reduce the dimensionality of a convolutional model?
Pooling.
- Does adding more convolutional layers make the network better?
Not always. It has been shown that more layers has a positive effect on networks, but there are certain occasions when there is no gain. You should determine the number of layers, filter sizes, and pooling experimentally.
- What other applications are there for CNNs?
Audio processing and classification; image denoising; image super-resolution; text summarization and other text-processing and classification tasks; the encryption of data.
