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01-Introduction_To_Machine_Learning\01-Machine_Learning_Essentials\01-welcome_to_applied_machine_learning_with_python_instructions.html |
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01-Introduction_To_Machine_Learning\01-Machine_Learning_Essentials\02-course_introduction.mp4
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01-Introduction_To_Machine_Learning\02-Overview_Of_Machine_Learning\01-machine_learning_process.mp4
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01-Introduction_To_Machine_Learning\02-Overview_Of_Machine_Learning\02-steps_in_machine_learning.mp4
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01-Introduction_To_Machine_Learning\03-Regression\01-introduction_to_linear_regression.mp4
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01-Introduction_To_Machine_Learning\03-Regression\09-cooks_distance.mp4
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01-Introduction_To_Machine_Learning\03-Regression\10-real_life_examples_of_logistic_regression.mp4
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01-Introduction_To_Machine_Learning\03-Regression\11-what_is_logistic_regression.mp4
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01-Introduction_To_Machine_Learning\03-Regression\13-assumptions_in_logistic_regression.mp4
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01-Introduction_To_Machine_Learning\03-Regression\14-demonstration_of_logistic_regression_transforming_data.mp4
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01-Introduction_To_Machine_Learning\03-Regression\15-demonstration_of_logistic_regression_developing_the_model.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\01-confusion_matrix.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\02-example_for_calculating_confusion_matrix.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\03-conditions_for_over_fitting_and_under_fitting.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\04-overfitting_and_underfitting.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\05-performance_metrics_mse_rmse_mae_mape.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\06-r_square_rmsle_and_adjusted_r_square.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\07-working_of_r_square.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\08-significance_of_r_square.mp4
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01-Introduction_To_Machine_Learning\04-Evaluation_Metrics\09-evaluation_of_all_things_predictive_instructions.html |
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01-Introduction_To_Machine_Learning\05-Module_Wrap_Up_And_Assessment\01-summary_for_inception_of_machine_learning.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\01-classification_in_machine_learning.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\02-what_is_decision_tree.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\03-decision_tree_entropy_and_information_gain.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\06-demonstration_importing_data.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\07-demonstration_building_decision_tree_and_random_forest.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\08-demonstration_importance_of_features.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\09-demonstration_production_ready_random_forest.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\10-demonstration_hyperparameter_tuning.mp4
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02-Machine_Learning_Algorithms\01-Decision_Tree_And_Random_Forest\11-decision_trees_and_random_forests_instructions.html |
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\01-what_is_svm.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\02-terminologies_in_svm.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\04-demonstration_of_svm_exploring_the_data.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\05-demonstration_of_svm_setting_up_the_svm_classifier.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\06-what_is_naive_bayes.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\07-working_of_naive_bayes_bayes_theorem.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\08-example_of_naive_bayes_algorithm.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\09-demonstration_of_naive_bayes_code.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\10-working_of_knn.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\11-example_of_knn_algorithm.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\12-demonstration_of_knn_setting_up_the_model.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\13-demonstration_of_knn_transforming_and_scaling_data.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\14-demonstration_of_knn_creating_classifier.mp4
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02-Machine_Learning_Algorithms\02-Svm_Knn_And_Naive_Bayes_Algorithms\15-svm_knn_and_naive_bayes_when_to_use_which_algorithm_instructions.html |
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\01-dimensionality_reduction.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\02-introduction_to_pca.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\03-applying_pca.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\04-eigen_values_and_eigen_vectors.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\05-demonstration_initializing_pca.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\07-demonstration_implementing_optimal_pca.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\08-working_of_lda.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\09-demonstration_of_lda.mp4
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02-Machine_Learning_Algorithms\03-Dimensionality_Reduction\10-best_practices_for_dimensionality_reduction_pca_vs_lda_instructions.html |
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02-Machine_Learning_Algorithms\04-Module_Wrap_Up_And_Assessment\01-summary_for_machine_learning_algorithms.mp4
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03-Association_Rule_Mining_And_Recommendation_System\01-Association_Rules\01-what_are_association_rules.mp4
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03-Association_Rule_Mining_And_Recommendation_System\01-Association_Rules\02-apriori_algorithm.mp4
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03-Association_Rule_Mining_And_Recommendation_System\01-Association_Rules\03-demonstrating_apriori_algorithm.mp4
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03-Association_Rule_Mining_And_Recommendation_System\01-Association_Rules\04-fp_growth_in_association_rule_instructions.html |
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03-Association_Rule_Mining_And_Recommendation_System\02-Recommendation_Engines\01-what_are_recommendation_engine.mp4
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03-Association_Rule_Mining_And_Recommendation_System\02-Recommendation_Engines\02-cbf.mp4
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03-Association_Rule_Mining_And_Recommendation_System\02-Recommendation_Engines\03-demonstration_of_recommendation_engine_preparing_data.mp4
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03-Association_Rule_Mining_And_Recommendation_System\02-Recommendation_Engines\04-demonstration_testing_the_model.mp4
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03-Association_Rule_Mining_And_Recommendation_System\02-Recommendation_Engines\05-how_recommendation_engines_personalize_your_world_instructions.html |
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\01-elements_for_reinforcement_learning.mp4
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\04-demonstration_of_boosting_factors_affecting_promotion.mp4
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\07-demonstration_of_boosting_department_influencing_promotion.mp4
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\09-demonstration_of_boosting_modeling_the_data.mp4
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\10-demonstration_of_boosting_building_a_model.mp4
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03-Association_Rule_Mining_And_Recommendation_System\03-Reinforcement_Learning_And_Boosting\12-demonstration_of_k_means_clustering.mp4
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