Finding bad flamingo drawings with recurrent neural networks

Have you played Quick, Draw! yet? It's basically Pictionary, played against a neural network, and it's a lot of fun. Not long ago, Google released a dataset of some of the millions of sketches people have drawn so far over 345 categories. In this post, I'll just be looking at sketches in the'flamingo' category. You can browse a random sample here.