What is a simple image classification ANN architecture and a simple data set?
I'd advice going through cs231n course, which covers this.

A simple but good architecture is using a feed forward net with one hidden layer and ReLU.

As for dataset - CIFAR-10 is good, if you don't like MNIST.

Tensorflow is quite easy to use framework.