There are all these great blog posts about Deep Learning describing all that awesome stuff. - Is it all that easy? Let's check! We'll look into: style transfer (making a picture look like painting), speech generation (like Siri or Alexa) and text generation (writing a story). In this talk I'll describe the whole journey: A fun ride from the idea to the very end including all the struggles, failures and successes. Steps, we'll cover: The data challenge: get the data ready Have it run on your Mac with PyTorch and an eGPU Creating a character-level language models with an Recurrent Neural Network Creating a text generator Creating artwork