| 01_AI_history.jpg | 7.1 MB | |
| 01_four_kinds_problems.png | 229.9 KB | |
| 01_machine_learning_category.png | 617 KB | |
| 01_overfitting_vs_underfitting.png | 32.4 KB | |
| 01_regression_model.png | 69.8 KB | |
| 02_ROC_curve.png | 400.1 KB | |
| 02_ROC_plot.png | 16.4 KB | |
| 02_confusion_matrix.png | 18.6 KB | |
| 02_distance_measurement.jpeg | 431.2 KB | |
| 02_iris_dataset.png | 1.3 MB | |
| 02_k-fold_cross_validation.png | 134.7 KB | |
| 02_knn_regression_plot.png | 23 KB | |
| 02_scikit-learn_cheat_sheet.png | 761 KB | |
| 02_scikit-learn_introduction.png | 651.9 KB | |
| 03_decision_tree_in_life.png | 154.5 KB | |
| 03_decision_tree_plot_1.png | 280.4 KB | |
| 03_decision_tree_plot_2.png | 379.9 KB | |
| 03_random_forest.png | 202.9 KB | |
| 05_polynomial_line_fit.png | 84.6 KB | |
| 05_polynomial_scatter.png | 73 KB | |
| 05_regression_r2.png | 71.6 KB | |
| 05_sigmoid_function.png | 61.3 KB | |
| 06_classification_vs_clustering.png | 561.7 KB | |
| 06_dbscan_visualization.png | 384.5 KB | |
| 06_kmeans_plot_1.png | 68.9 KB | |
| 06_kmeans_plot_2.png | 65.5 KB | |
| 06_kmeans_visualization.png | 373.1 KB | |
| 07_ensemble_bagging.png | 69.5 KB | |
| 07_ensemble_boosting.png | 120.7 KB | |
| 07_ensemble_stacking.png | 191.5 KB | |
| 07_features_importance.png | 42.3 KB | |
| 08_multi_layer_nn.png | 174.9 KB | |
| 08_neural-network-diagram.webp | 16.1 KB | |
| 08_one_layer_nn.png | 84 KB | |
| 08_sigmoid_function.png | 25.1 KB | |
| 08_tanh_function.png | 24.9 KB | |
| 09_nplm_model.png | 56 KB | |
| 09_rnn_model.png | 159.3 KB | |
| 09_self_attention.png | 317.1 KB | |
| 09_seq2seq_model.png | 41.5 KB | |
| 09_transformer_arch.png | 322.5 KB | |
| 09_word2vec.png | 747.9 KB | |
| 10_dataset_visualization.png | 271 KB | |
| 10_test_web_api.png | 438.9 KB | |