├── .gitignore ├── README.md ├── data_preprocessing_template.py ├── histogram.py ├── linear_regression.py ├── percentile.py ├── scatter.py └── udemy ├── Machine Learning A-Z ├── .DS_Store ├── Part 0 - Welcome to Machine Learning A-Z │ └── .DS_Store ├── Part 1 - Data Preprocessing │ ├── .DS_Store │ ├── Data.csv │ ├── categorical-data.py │ ├── categorical_data.R │ ├── categorical_data.py │ ├── data_preprocessing_template.R │ ├── data_preprocessing_template.py │ ├── missing-data.py │ ├── missing_data.R │ └── missing_data.py ├── Part 2 - Regression │ ├── Decision_Tree_Regression │ │ ├── .DS_Store │ │ ├── Position_Salaries.csv │ │ ├── decision_tree_regression.R │ │ ├── decision_tree_regression.py │ │ ├── regression_template.R │ │ └── regression_template.py │ ├── Multiple Linear Regression │ │ ├── .DS_Store │ │ ├── 50_Startups.csv │ │ ├── Homework_Solutions │ │ │ ├── 50_Startups.csv │ │ │ ├── data_preprocessing_template.R │ │ │ ├── data_preprocessing_template.py │ │ │ ├── multiple_linear_regression.R │ │ │ └── multiple_linear_regression.py │ │ ├── VL2019205000898_DA.pdf │ │ ├── data_preprocessing_template.R │ │ ├── data_preprocessing_template.py │ │ ├── multiple_linear_regression.R │ │ └── multiple_linear_regression.py │ ├── Polynomial_Regression │ │ ├── .DS_Store │ │ ├── Position_Salaries.csv │ │ ├── Regression_Template │ │ │ ├── .DS_Store │ │ │ ├── regression_template.R │ │ │ └── regression_template.py │ │ ├── data_preprocessing_template.R │ │ ├── data_preprocessing_template.py │ │ ├── polynomial_regression-updated.py │ │ ├── polynomial_regression.R │ │ └── polynomial_regression.py │ ├── Random Forest Regression │ │ ├── .DS_Store │ │ ├── Position_Salaries.csv │ │ ├── random_forest_regression.R │ │ ├── random_forest_regression.py │ │ ├── regression_template.R │ │ └── regression_template.py │ ├── Regression-Pros-Cons.pdf │ ├── Simple_Linear_Regression │ │ ├── Salary_Data.csv │ │ ├── data_preprocessing_template.R │ │ ├── data_preprocessing_template.py │ │ ├── simple_linear_regression.R │ │ └── simple_linear_regression.py │ └── Support Vector Regression (SVR) │ │ ├── Position_Salaries.csv │ │ ├── regression_template.R │ │ ├── regression_template.py │ │ ├── svr.R │ │ └── svr.py ├── Part 3 - Classification │ ├── Section 14 - Logistic Regression │ │ ├── Classification_Template │ │ │ ├── .DS_Store │ │ │ ├── classification_template.R │ │ │ └── classification_template.py │ │ └── Logistic_Regression │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── logistic_regression.R │ │ │ └── logistic_regression.py │ ├── Section 15 - K-Nearest Neighbors (K-NN) │ │ └── K_Nearest_Neighbors │ │ │ ├── .DS_Store │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── classification_template.R │ │ │ ├── classification_template.py │ │ │ ├── knn.R │ │ │ └── knn.py │ ├── Section 16 - Support Vector Machine (SVM) │ │ └── SVM │ │ │ ├── .DS_Store │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── classification_template.R │ │ │ ├── classification_template.py │ │ │ ├── svm.R │ │ │ └── svm.py │ ├── Section 17 - Kernel SVM │ │ └── Kernel_SVM │ │ │ ├── .DS_Store │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── classification_template.R │ │ │ ├── classification_template.py │ │ │ ├── kernel_svm.R │ │ │ └── kernel_svm.py │ ├── Section 18 - Naive Bayes │ │ └── Naive_Bayes │ │ │ ├── .DS_Store │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── classification_template.R │ │ │ ├── classification_template.py │ │ │ ├── naive_bayes.R │ │ │ └── naive_bayes.py │ ├── Section 19 - Decision Tree Classification │ │ └── Decision_Tree_Classification │ │ │ ├── .DS_Store │ │ │ ├── Social_Network_Ads.csv │ │ │ ├── classification_template.R │ │ │ ├── classification_template.py │ │ │ ├── decision_tree_classification.R │ │ │ └── decision_tree_classification.py │ └── Section 20 - Random Forest Classification │ │ └── Random_Forest_Classification │ │ ├── .DS_Store │ │ ├── Social_Network_Ads.csv │ │ ├── classification_template.R │ │ ├── classification_template.py │ │ ├── random_forest_classification.R │ │ └── random_forest_classification.py └── Part 4 - Clustering │ ├── Section 24 - K-Means Clustering │ └── K_Means │ │ ├── .DS_Store │ │ ├── Mall_Customers.csv │ │ ├── data_preprocessing_template.R │ │ ├── data_preprocessing_template.py │ │ ├── kmeans.R │ │ └── kmeans.py │ └── Section 25 - Hierarchical Clustering │ └── Hierarchical_Clustering │ ├── .DS_Store │ ├── Mall_Customers.csv │ ├── data_preprocessing_template.R │ ├── data_preprocessing_template.py │ ├── hc.R │ └── hc.py └── QnA.pdf /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/README.md -------------------------------------------------------------------------------- /data_preprocessing_template.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/data_preprocessing_template.py -------------------------------------------------------------------------------- /histogram.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/histogram.py -------------------------------------------------------------------------------- /linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/linear_regression.py -------------------------------------------------------------------------------- /percentile.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/percentile.py -------------------------------------------------------------------------------- /scatter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/scatter.py -------------------------------------------------------------------------------- /udemy/Machine Learning A-Z/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apurva-tech/Machine-learning/HEAD/udemy/Machine Learning A-Z/.DS_Store -------------------------------------------------------------------------------- /udemy/Machine Learning A-Z/Part 0 - 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