The Keras interface is super cool for beginners. Once you get comfortable, there are ample option to customize the data access during training and export the model.

Useful in all stages of development and production as well as most types of research work. It also gathers extensive pre-built and pre-trained systems and allows high level and low level access to most if not all components of the model.

Rapid prototyping. Especially in building a neural network.