Here are 7 good exercises for starting with Neural Network using Keras.

These exercises starts with an easy problem as a training of an XOR gate.

Then, next exercises will grow in difficulty finalizing with a Cat-Dog Classification using Convolutinal Neural Networks.

The dataset of cats/dogs images you can find it here: https://www.kaggle.com/c/dogs-vs-cats/data