I wrote a really simple explainer about what autoencoders are and what they can be used for on my Medium post, How to autoencode your Pokemon. This is the accompanying code.
This code was built on Parag Mital's excellent course Creative applications of Deep Learning with Tensorflow
The dataset is from the Pokecommunity. I've cropped and converted the image to JPEG for our tutorial.
Have fun!