Training an image classifier on the MNIST dataset of handwritten digits is considered the "hello world" of computer vision.
Key point: Deep Learning is " code light, but concept heavy ". We'll be able to implement a Deep Neural Network in about five lines of code, but the underlying concepts (cross-entropy, softmax, dense layers, etc) normally take a few months to learn.