Deepdream

header by Mike Tyka

Introduction

todo: examples of hallucinations

Review of optimization-based class visualization

todo: review activations

todo: interpreting activations

todo: review backprop

todo: recall inceptionism class viz

Amplifying activations

todo: deepdream algorithm, grad=acts

todo: animation of the iterations

Enhancing different layers

todo: examples of different layers

Video

todo: Mike's animations, crop approach

Different training sets

todo: no more puppyslugs, mario's examples

Iterations

• https://www.flickr.com/photos/graphific/sets/72157657250972188
• https://github.com/Quasimondo/deepdream/blob/master/DeepDream%20-%20augmented%20version%20by%20Mario%20Klingemann.ipynb
• https://www.flickr.com/photos/kylemcdonald/19398261955/in/photolist-uzecWk-vHg1Tg-vccvpa-uwNFpP-vc4VUE-uwCZTU-vHg8gM-veuBi9-vxukzi-vyaask-vxQeh8-vHfZSt-uzefjM-veuN19-uKT92b-vEzRYY-uL2MhX-vGiMvL-uz4wTQ-vGTx5M-vEzPiN-uL2GVF-vGTA1M-vx8fvB-vGTuoK-uwNEAe-vccuMt-vtDCKF-vc4USQ-vrkPZ3-vc569u-uwCZPq-vu13UP-uwCZKh-uwNEVT-uwD1u3-vu135n-uwNE4T-uwNE8a-uwNEdv-vmxFeB

tensorflow deepdream https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples/tutorials/deepdream

building-dreams.png mtyka_deepdream_pelican.jpg mtyka_deepdream1_leatherbackturtles.jpg