├── .gitignore ├── README.md ├── decision_tree_classifier.py ├── decision_tree_regressor.py ├── gradient_boosting_classifier.py ├── gradient_boosting_regressor.py ├── k_means.py ├── knn.py ├── linear_regression.py ├── logistic_regression.py ├── metrics.py ├── naive_bayes_classifier.py ├── random_forest_classifier.py ├── random_forest_regressor.py ├── svm.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__/ -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/README.md -------------------------------------------------------------------------------- /decision_tree_classifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/decision_tree_classifier.py -------------------------------------------------------------------------------- /decision_tree_regressor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/decision_tree_regressor.py -------------------------------------------------------------------------------- /gradient_boosting_classifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/gradient_boosting_classifier.py -------------------------------------------------------------------------------- /gradient_boosting_regressor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/gradient_boosting_regressor.py -------------------------------------------------------------------------------- /k_means.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/k_means.py -------------------------------------------------------------------------------- /knn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/knn.py -------------------------------------------------------------------------------- /linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/linear_regression.py -------------------------------------------------------------------------------- /logistic_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/logistic_regression.py -------------------------------------------------------------------------------- /metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/metrics.py -------------------------------------------------------------------------------- /naive_bayes_classifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/naive_bayes_classifier.py -------------------------------------------------------------------------------- /random_forest_classifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/random_forest_classifier.py -------------------------------------------------------------------------------- /random_forest_regressor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/random_forest_regressor.py -------------------------------------------------------------------------------- /svm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/svm.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkiRusProd/basic-ml-algorithms/HEAD/utils.py --------------------------------------------------------------------------------