Unsupervised Learning: Generation Creation Drawing? Writing Poems? http://www.rb139.com/index.ph p?s=/Lot/44547 Creation • Generative Models: https://openai.com/blog/generative-models/ https://www.quora.com/What-did-Richard-Feynman-mean-when-he-said-What-I- cannot-create-I-do-not-understand What I cannot create, I do not understand. Richard Feynman Creation Now In the future v.s. Machine draws a cat http://www.wikihow.com/Draw-a-Cat-Face Generative Models Component-by-component Autoencoder Generative Adversarial Network (GAN) Component-by-component • Image generation E.g. 3 x 3 images NN NN NN … … Can be trained just with a large collection of images without any annotation Component-by-component • Image generation E.g. 3 x 3 images NN NN NN … … Can be trained just with a large collection of images without any annotation Practicing Generation Models: Pokémon Creation • Small images of 792 Pokémon's • Can machine learn to create
