├── .github └── FUNDING.yml ├── .gitignore ├── 01_machine_learning_intro.ipynb ├── 02_machine_learning_setup.ipynb ├── 03_getting_started_with_iris.ipynb ├── 04_model_training.ipynb ├── 05_model_evaluation.ipynb ├── 06_linear_regression.ipynb ├── 07_cross_validation.ipynb ├── 08_grid_search.ipynb ├── 09_classification_metrics.ipynb ├── 10_categorical_features.ipynb ├── README.md ├── data ├── Advertising.csv └── pima-indians-diabetes.data ├── images ├── 01_clustering.png ├── 01_robot.png ├── 01_spam_filter.png ├── 01_supervised_learning.png ├── 02_ipython_header.png ├── 02_jupyter_logo.svg ├── 02_sklearn_algorithms.png ├── 02_sklearn_logo.png ├── 03_iris.png ├── 04_1nn_map.png ├── 04_5nn_map.png ├── 04_knn_dataset.png ├── 05_overfitting.png ├── 05_train_test_split.png ├── 07_cross_validation_diagram.png ├── 09_confusion_matrix_1.png ├── 09_confusion_matrix_2.png └── youtube.png └── styles └── custom.css /.github/FUNDING.yml: -------------------------------------------------------------------------------- 1 | patreon: dataschool 2 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints/ 2 | *.pyc 3 | v3/ 4 | .DS_Store 5 | extras/ 6 | -------------------------------------------------------------------------------- /01_machine_learning_intro.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/01_machine_learning_intro.ipynb -------------------------------------------------------------------------------- /02_machine_learning_setup.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/02_machine_learning_setup.ipynb -------------------------------------------------------------------------------- /03_getting_started_with_iris.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/03_getting_started_with_iris.ipynb -------------------------------------------------------------------------------- /04_model_training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/04_model_training.ipynb -------------------------------------------------------------------------------- /05_model_evaluation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/05_model_evaluation.ipynb -------------------------------------------------------------------------------- /06_linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/06_linear_regression.ipynb -------------------------------------------------------------------------------- /07_cross_validation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/07_cross_validation.ipynb -------------------------------------------------------------------------------- /08_grid_search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/08_grid_search.ipynb -------------------------------------------------------------------------------- /09_classification_metrics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/09_classification_metrics.ipynb -------------------------------------------------------------------------------- /10_categorical_features.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/10_categorical_features.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/README.md -------------------------------------------------------------------------------- /data/Advertising.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/data/Advertising.csv -------------------------------------------------------------------------------- /data/pima-indians-diabetes.data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/data/pima-indians-diabetes.data -------------------------------------------------------------------------------- /images/01_clustering.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/01_clustering.png -------------------------------------------------------------------------------- /images/01_robot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/01_robot.png -------------------------------------------------------------------------------- /images/01_spam_filter.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/01_spam_filter.png -------------------------------------------------------------------------------- /images/01_supervised_learning.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/01_supervised_learning.png -------------------------------------------------------------------------------- /images/02_ipython_header.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/02_ipython_header.png -------------------------------------------------------------------------------- /images/02_jupyter_logo.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/02_jupyter_logo.svg -------------------------------------------------------------------------------- /images/02_sklearn_algorithms.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/02_sklearn_algorithms.png -------------------------------------------------------------------------------- /images/02_sklearn_logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/02_sklearn_logo.png -------------------------------------------------------------------------------- /images/03_iris.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/03_iris.png -------------------------------------------------------------------------------- /images/04_1nn_map.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/04_1nn_map.png -------------------------------------------------------------------------------- /images/04_5nn_map.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/04_5nn_map.png -------------------------------------------------------------------------------- /images/04_knn_dataset.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/04_knn_dataset.png -------------------------------------------------------------------------------- /images/05_overfitting.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/05_overfitting.png -------------------------------------------------------------------------------- /images/05_train_test_split.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/05_train_test_split.png -------------------------------------------------------------------------------- /images/07_cross_validation_diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/07_cross_validation_diagram.png -------------------------------------------------------------------------------- /images/09_confusion_matrix_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/09_confusion_matrix_1.png -------------------------------------------------------------------------------- /images/09_confusion_matrix_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/09_confusion_matrix_2.png -------------------------------------------------------------------------------- /images/youtube.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/images/youtube.png -------------------------------------------------------------------------------- /styles/custom.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/justmarkham/scikit-learn-videos/HEAD/styles/custom.css --------------------------------------------------------------------------------