├── README.md ├── classification ├── decision_tree.ipynb ├── gradient_boosted_decision_tree.ipynb ├── logistic_regression.ipynb ├── naive_bayes.ipynb ├── neural_networks_classifier.ipynb ├── random_forest.ipynb └── svm.ipynb ├── regression ├── lasso_regression.ipynb ├── linear_regression.ipynb ├── neural_networks_regressor.ipynb └── ridge_regression.ipynb └── supplements └── data ├── cars.csv └── heart.csv /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/README.md -------------------------------------------------------------------------------- /classification/decision_tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/decision_tree.ipynb -------------------------------------------------------------------------------- /classification/gradient_boosted_decision_tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/gradient_boosted_decision_tree.ipynb -------------------------------------------------------------------------------- /classification/logistic_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/logistic_regression.ipynb -------------------------------------------------------------------------------- /classification/naive_bayes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/naive_bayes.ipynb -------------------------------------------------------------------------------- /classification/neural_networks_classifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/neural_networks_classifier.ipynb -------------------------------------------------------------------------------- /classification/random_forest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/random_forest.ipynb -------------------------------------------------------------------------------- /classification/svm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/classification/svm.ipynb -------------------------------------------------------------------------------- /regression/lasso_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/regression/lasso_regression.ipynb -------------------------------------------------------------------------------- /regression/linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/regression/linear_regression.ipynb -------------------------------------------------------------------------------- /regression/neural_networks_regressor.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/regression/neural_networks_regressor.ipynb -------------------------------------------------------------------------------- /regression/ridge_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/regression/ridge_regression.ipynb -------------------------------------------------------------------------------- /supplements/data/cars.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/supplements/data/cars.csv -------------------------------------------------------------------------------- /supplements/data/heart.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5x12/ml-cookbook/HEAD/supplements/data/heart.csv --------------------------------------------------------------------------------