https://amueller.github.io/COMS4995-s20/slides/

  • aml-01-introduction
  • aml-02-matplotlib
  • aml-03-supervised-learning
  • aml-04-preprocessing
  • aml-05-linear-models-regression
  • aml-06-linear-models-classification
  • aml-07-trees-forests
  • aml-08-gradient-boosting
  • aml-09-model-evaluation
  • aml-10-calibration-imbalanced-data
  • aml-11-interpretation-feature-selection
  • aml-12-parameter-tuning-automl
  • aml-13-dimensionality-reduction
  • aml-14-clustering-mixture-models
  • aml-15-text-data
  • aml-16-topic-models
  • aml-17-word-embeddings
  • aml-18-neural-networks
  • aml-19-convolutional-nets
  • aml-20-advanced-nets
  • aml-21-time-series