A topic that's often very confusing for beginners when using neural networks is data normalization and encoding. Because neural networks work internally with numeric data, binary data (such as sex, ...
You often have to backtrack and jump around to different tasks. But it's a good idea to follow the steps shown in order as much as possible. For example, it's better to normalize data before encoding ...