├── .DS_Store ├── .gitignore ├── Advanced_Topics_In_Machine_Learning ├── Introduction_to_Unsupervised_Learning │ ├── ML4ES_UnsupervisedLearning.ipynb │ ├── SOM_animation.gif │ ├── autoencoder.png │ ├── dendrogram.gif │ ├── elbow_method.png │ ├── hierarchical_gif.gif │ ├── kmeans_bad.gif │ ├── kmeans_good.gif │ └── nonlinear_PCA.png ├── ML_Model_Interpretation │ ├── breiman_permutation.gif │ ├── cnn_architecture.jpg │ ├── evaluation │ │ ├── __init__.py │ │ ├── attributes_diagrams.py │ │ ├── keras_metrics.py │ │ ├── performance_diagrams.py │ │ └── roc_curves.py │ ├── interpretation │ │ ├── __init__.py │ │ ├── backwards_optimization.py │ │ ├── binarization.py │ │ ├── class_activation.py │ │ ├── cnn.py │ │ ├── normalization.py │ │ ├── novelty_detection.py │ │ ├── permutation.py │ │ ├── plotting.py │ │ ├── saliency.py │ │ └── utils.py │ ├── lak_permutation.gif │ ├── model_components.png │ ├── notebook.ipynb │ ├── notebook.py │ ├── pretrained_cnn │ │ ├── pretrained_cnn.h5 │ │ ├── pretrained_cnn_metadata.json │ │ ├── pretrained_ucn.h5 │ │ └── pretrained_ucn_metadata.json │ └── wind_barb_explainer.png └── README.md ├── Introduction_To_Machine_Learning ├── .DS_Store ├── Data_Science_Fundamentals │ ├── .DS_Store │ ├── README.md │ ├── __pycache__ │ │ ├── attributes_diagrams.cpython-36.pyc │ │ ├── performance_diagrams.cpython-36.pyc │ │ ├── roc_curves.cpython-36.pyc │ │ └── utils.cpython-36.pyc │ ├── attributes_diagram.png │ ├── attributes_diagrams.py │ ├── contingency_table.png │ ├── ct_scores.png │ ├── ml_short_course_module_2_data_science.ipynb │ ├── ml_short_course_module_2_data_science.py │ ├── overfitting.png │ ├── performance_diagram.png │ ├── performance_diagrams.py │ ├── roc.png │ ├── roc_curves.py │ └── utils.py ├── Introduction_to_ML_and_AI │ ├── Images │ │ ├── AI-vs-ML-vs-Deep-Learning.png │ │ ├── PCAexample.png │ │ ├── SVD_example.png │ │ ├── ml_comic.png │ │ └── pca.gif │ ├── Introduction.ipynb │ └── README.md ├── README.md └── Supervised_Learning_Algorithims │ ├── BP.png │ ├── FP.png │ ├── Kernel.png │ ├── LC.png │ ├── LR.png │ ├── Models.png │ ├── NN.png │ ├── README.md │ ├── SK.png │ ├── SML.png │ ├── SVM.png │ ├── SupervisedML.png │ ├── Supervised_ML_Lecture_3.ipynb │ ├── Supervised_ML_Lecture_3.py │ ├── attr_diagrams.py │ ├── contingency_table.png │ ├── download_data.py │ ├── extract_data.py │ ├── performance_diagrams.py │ ├── roc_curves.py │ ├── tree_schematic.jpg │ └── utils.py ├── README.md ├── download_data.py ├── setup.py └── util └── extract_data.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iroreilly/ams-2020-ml-python-course/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iroreilly/ams-2020-ml-python-course/HEAD/.gitignore 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