├── README.md ├── Supervised Machine Learning ├── Classification │ ├── 1. Naive Bayes │ │ ├── Naive Bayes.ipynb │ │ └── breast-cancer.csv │ ├── 2. Logistic Regression │ │ ├── Dataset │ │ │ ├── ionosphere.data │ │ │ └── ionosphere.names │ │ └── Logistic Regression.ipynb │ ├── 3. k-Nearest Neighbors │ │ ├── data_banknote_authentication.txt │ │ └── k-Nearest Neighbors.ipynb │ ├── 4. Decision Tree │ │ ├── Dataset │ │ │ ├── chronic_kidney_disease.arff │ │ │ ├── chronic_kidney_disease.info.txt │ │ │ ├── chronic_kidney_disease_full.arff │ │ │ └── kidney_disease.csv │ │ └── Decision Tree.ipynb │ ├── 5. Random Forrest │ │ ├── Dataset │ │ │ └── heart.csv │ │ └── Random Forrest.ipynb │ └── 6. Support Vector Machine │ │ ├── Dataset │ │ └── diabetes.csv │ │ └── Support Vector Machine.ipynb └── Regression │ ├── 1. Linear Regression │ ├── Dataset │ │ └── Salary_Data.csv │ └── Linear Regression.ipynb │ ├── 2. Decision Tree │ ├── Dataset │ │ └── nyc-east-river-bicycle-counts.csv │ └── Decision Tree Regression.ipynb │ ├── 3. Random Forrest │ ├── Dataset │ │ └── comptagesvelo2015.csv │ └── Random Forrest Regression.ipynb │ └── 3. Support Vector Regression │ ├── Dataset │ └── day.csv │ └── Support Vector Regression.ipynb └── Unsupervised Machine Learning ├── 1. Association Rule ├── 1. Apriori Algorithm │ ├── Apriori Algorithm.ipynb │ ├── apyori.py │ └── dataset │ │ └── Market_Basket_Optimisation.csv └── 2. FP Growth Algorithm │ └── FP Growth Algorithm.ipynb ├── 2. Clustering ├── 1. K-Means Clustering │ ├── K-Means Clustering.ipynb │ └── dataset │ │ └── Mall_Customers.csv └── 2. Hierarchical Clustering │ ├── Hierarchical Clustering.ipynb │ └── dataset │ └── Mall_Customers.csv └── 3. Dimensionality Reduction ├── 1. Principal Component Analysis ├── Principle Component Analysis.ipynb └── dataset │ └── Wine.csv └── 2. 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