As the first project of the book, we'll try to work on a simple model where deep learning performs very well: traffic sign recognition. Briefly, given a color image of a traffic sign, the model should recognize which signal it is. We will explore the following areas:
- How the dataset is composed
- Which deep network to use
- How to pre-process the images in the dataset
- How to train and make predictions with an eye on performance