https://amueller.github.io/COMS4995-s19/slides/

  • aml-01-introduction
  • aml-02-python-git-testing
  • aml-03-matplotlib
  • aml-04-supervised-learning
  • aml-05-preprocessing
  • aml-06-linear-models-regression
  • aml-07-linear-models-classification
  • aml-08-trees-forests
  • aml-09-gradient-boosting-calibration
  • aml-10-model-evaluation
  • aml-11-resampling-imbalanced-data
  • aml-12-interpretation-feature-selection
  • aml-13-parameter-tuning-automl
  • aml-14-dimensionality-reduction
  • aml-15-clustering-and-mixture-models
  • aml-16-nmf-outlier-detection
  • aml-17-text-data
  • aml-18-topic-models
  • aml-19-word-embeddings
  • aml-20-neural-networks
  • aml-21-convolutional-nets
  • aml-22-advanced-nets
  • aml-24-time-series