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Machine Learning for Artists

ITP-NYU – Spring 2016

Video lectures and course notes:

Machine Learning for Artists

3/24/2016 :: Introduction, neural networks

  • introduction to machine learning
  • the whole class in 1 hour
  • introduction to neural networks

Machine Learning for Artists

3/31/2016 :: Applications, Wekinator

  • ofxLearn and practical resources for neural nets
  • introduction to wekinator

Machine Learning for Artists

4/7/2016 :: Convolutional neural networks

  • critical issues in AI
  • more advanced Wekinator examples
  • introduction to convolutional neural networks

Machine Learning for Artists

4/14/2016 :: Convnet applications

  • interpreting and visualizing convnet activations
  • image class synthesis, deepdream, style transfer
  • transfer learning
  • t-SNE for visualizing images, text

Machine Learning for Artists

4/21/2016 :: Recurrent neural networks

  • how recurrent neural networks work
  • applications, architectures, and case studies of RNNs
  • tutorial: generating text
  • tutorial: style transfer

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