├── .github └── workflows │ └── blank.yml ├── .gitignore ├── LICENSE ├── README.md ├── images ├── bishop.jpg ├── inkscape │ ├── basic_tree.svg │ ├── car_price_scatter.svg │ ├── car_prices_scatter.svg │ ├── error_distances.svg │ ├── possible_lines.svg │ ├── tree_building.svg │ └── tree_partition.svg ├── james.jpg ├── kevin.jpg └── simon.jpg └── supervised ├── classification ├── Classification_Tree.ipynb ├── Logistic_Regression.ipynb ├── images │ ├── basic_tree.png │ ├── tree_building.png │ └── tree_partition.png └── util.py └── regression ├── Decision_Tree_Regression.ipynb ├── Linear_Regression.ipynb ├── images ├── basic_tree.png ├── car_prices_scatter.png ├── error_distances.png ├── possible_lines.png ├── tree_building.png └── tree_partition.png ├── krr-test.txt ├── krr-train.txt └── util.py /.github/workflows/blank.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/.github/workflows/blank.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/README.md -------------------------------------------------------------------------------- /images/bishop.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/bishop.jpg -------------------------------------------------------------------------------- /images/inkscape/basic_tree.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/basic_tree.svg -------------------------------------------------------------------------------- /images/inkscape/car_price_scatter.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/car_price_scatter.svg -------------------------------------------------------------------------------- /images/inkscape/car_prices_scatter.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/car_prices_scatter.svg -------------------------------------------------------------------------------- /images/inkscape/error_distances.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/error_distances.svg -------------------------------------------------------------------------------- /images/inkscape/possible_lines.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/possible_lines.svg -------------------------------------------------------------------------------- /images/inkscape/tree_building.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/tree_building.svg -------------------------------------------------------------------------------- /images/inkscape/tree_partition.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/inkscape/tree_partition.svg -------------------------------------------------------------------------------- /images/james.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/james.jpg -------------------------------------------------------------------------------- /images/kevin.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/kevin.jpg -------------------------------------------------------------------------------- /images/simon.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/images/simon.jpg -------------------------------------------------------------------------------- /supervised/classification/Classification_Tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/Classification_Tree.ipynb -------------------------------------------------------------------------------- /supervised/classification/Logistic_Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/Logistic_Regression.ipynb -------------------------------------------------------------------------------- /supervised/classification/images/basic_tree.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/images/basic_tree.png -------------------------------------------------------------------------------- /supervised/classification/images/tree_building.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/images/tree_building.png -------------------------------------------------------------------------------- /supervised/classification/images/tree_partition.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/images/tree_partition.png -------------------------------------------------------------------------------- /supervised/classification/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/classification/util.py -------------------------------------------------------------------------------- /supervised/regression/Decision_Tree_Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/Decision_Tree_Regression.ipynb -------------------------------------------------------------------------------- /supervised/regression/Linear_Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/Linear_Regression.ipynb -------------------------------------------------------------------------------- /supervised/regression/images/basic_tree.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/basic_tree.png -------------------------------------------------------------------------------- /supervised/regression/images/car_prices_scatter.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/car_prices_scatter.png -------------------------------------------------------------------------------- /supervised/regression/images/error_distances.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/error_distances.png -------------------------------------------------------------------------------- /supervised/regression/images/possible_lines.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/possible_lines.png -------------------------------------------------------------------------------- /supervised/regression/images/tree_building.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/tree_building.png -------------------------------------------------------------------------------- /supervised/regression/images/tree_partition.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/images/tree_partition.png -------------------------------------------------------------------------------- /supervised/regression/krr-test.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/krr-test.txt -------------------------------------------------------------------------------- /supervised/regression/krr-train.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/krr-train.txt -------------------------------------------------------------------------------- /supervised/regression/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/upul/Machine-Learning-Algorithms-From-Scratch/HEAD/supervised/regression/util.py --------------------------------------------------------------------------------