TensorFlow Playground
playground.tensorflow.org
A browser-based neural network visualiser: choose a dataset, add layers and neurons, then watch the network learn in real time.
Why it is useful
A very clear way to build intuition about how neural networks work. Changing the features, layers or learning rate and seeing the effect straight away teaches more than a diagram. It needs no account.