├── Data ├── 12_sample_data.csv ├── test ├── unconv_MV.csv └── unconv_MV_v4.csv ├── LICENSE ├── Lectures ├── 00_CourseIntroduction.pdf ├── 01_Machine_Learning.pdf ├── 02_Clustering.pdf ├── 03_DimensionalityReduction.pdf ├── 04_NaiveBayesClassifier.pdf ├── 05_kNearestNeighbours.pdf ├── 06_DecisionTree.pdf ├── 07_EnsembleTree.pdf ├── 08_SupportVectorMachines.pdf ├── 09_Neural_Networks.pdf └── 10_Machine_Learning_Examples.pdf ├── README.md └── Workflows ├── SubsurfaceDataAnalytics_Clustering.ipynb ├── SubsurfaceDataAnalytics_DecisionTree.ipynb ├── SubsurfaceDataAnalytics_EnsembleTrees.ipynb ├── SubsurfaceDataAnalytics_NaiveBayes.ipynb ├── SubsurfaceDataAnalytics_NeuralNet.ipynb ├── SubsurfaceDataAnalytics_PCA.ipynb ├── SubsurfaceDataAnalytics_SupportVectorMachines.ipynb ├── SubsurfaceDataAnalytics_clustering.ipynb └── SubsurfaceDataAnalytics_kNearestNeighbour.ipynb /Data/12_sample_data.csv: -------------------------------------------------------------------------------- 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