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