├── 01_Linear_Regression ├── Linear_Regression.ipynb └── headbrain.csv ├── 02_Logistic_Regression ├── Logistic_Regression.ipynb └── titanic.xls ├── 03_KNN_Classifier ├── KNN_Classifier.ipynb └── credit_data.csv ├── 04_Naive_Bayes_Classifier ├── Naive_Bayes_Classifier.ipynb └── credit_data.csv ├── 05_Support_Vector_Machine ├── Support_Vector_Machine_(Digit_Recognition).ipynb └── Support_Vector_Machine_(Iris_Dataset).ipynb ├── 06_Decision_Trees ├── Decision_Trees.ipynb └── iris_data.csv ├── 07_Random_Forest_Classifier ├── Random_Forest_Classifier.ipynb └── credit_data.csv ├── 08_Boosting ├── Boosting.ipynb └── wine.csv ├── 09_Clustering ├── DBSCAN.ipynb ├── Hierarchical_Clustering.ipynb ├── K_Means_Clustering.ipynb └── Principal_Component_Analysis.ipynb └── README.md /01_Linear_Regression/Linear_Regression.ipynb: -------------------------------------------------------------------------------- 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