things-i-need-to-learn.org

code

• python
  • keras (wrapper)
  • tensorflow

theory

machine learning

• learning from data (caltech)
• 18h (a week, perhaps)
• ML thought process
• overfitting
• regularization
• linear model
• cross validation
• not: support vector machines, radial basis funcitons

deep learning

• https://classroom.udacity.com/courses/ud730/
• bargava’s tutorials
  • https://github.com/rouseguy/scipyUS2016_dl-image
  • https://github.com/rouseguy/europython2016_dl-nlp
• RNNs
• auto encoders - for unsupervised
• variational auto encoders
• recurrent variational auto encoders

learn from wav files

• https://github.com/unnati-xyz/music-generation