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Machine Learning With R, The Tidyverse, And Mlr. Video Edition

TORRENT SUMMARY

	Status:	This torrent has NOT been verified.
Category:	Other
Infohash	5e2425cff95a526de185b5568636ae783a71e7ee
Size:	2.4 GB in 98 files
Release Date(s):	Torrent Release: 13-01-2025 by user
Swarm:	3 Seeds & 14 Peers
Vote:	No votes yet.

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FILE LIST

Filename		Size
	~Get Your Files Here !/Appendix._Central_tendency.mp4	10.2 MB
	~Get Your Files Here !/Appendix._Distributions.mp4	9.7 MB
	~Get Your Files Here !/Appendix._Logarithms.mp4	9.2 MB
	~Get Your Files Here !/Appendix._Measures_of_dispersion.mp4	21.2 MB
	~Get Your Files Here !/Appendix._Measures_of_the_relationships_between_variables.mp4	10.7 MB
	~Get Your Files Here !/Appendix._Refresher_on_statistical_concepts.mp4	17.4 MB
	~Get Your Files Here !/Appendix._Sigma_notation.mp4	5.3 MB
	~Get Your Files Here !/Appendix.__Vectors.mp4	5.8 MB
	~Get Your Files Here !/Bonus Resources.txt	386 B
	~Get Your Files Here !/Chapter_1._Classes_of_machine_learning_algorithms.mp4	40.5 MB
	~Get Your Files Here !/Chapter_1._Introduction_to_machine_learning.mp4	34.1 MB
	~Get Your Files Here !/Chapter_1._Summary.mp4	5.4 MB
	~Get Your Files Here !/Chapter_1._Thinking_about_the_ethical_impact_of_machine_learning.mp4	20.4 MB
	~Get Your Files Here !/Chapter_1._What_will_you_learn_in_this_book.mp4	2.6 MB
	~Get Your Files Here !/Chapter_1._Which_datasets_will_we_use.mp4	2 MB
	~Get Your Files Here !/Chapter_1._Why_use_R_for_machine_learning.mp4	8 MB
	~Get Your Files Here !/Chapter_10._Building_your_first_GAM.mp4	19.1 MB
	~Get Your Files Here !/Chapter_10._More_flexibility_Splines_and_generalized_additive_models.mp4	20.7 MB
	~Get Your Files Here !/Chapter_10._Strengths_and_weaknesses_of_GAMs.mp4	3.8 MB
	~Get Your Files Here !/Chapter_10._Summary.mp4	2.6 MB
	~Get Your Files Here !/Chapter_10.__Nonlinear_regression_with_generalized_additive_models.mp4	18.5 MB
	~Get Your Files Here !/Chapter_11._Benchmarking_ridge,_LASSO,_elastic_net,_and_OLS_against_each_other.mp4	7.3 MB
	~Get Your Files Here !/Chapter_11._Building_your_first_ridge,_LASSO,_and_elastic_net_models.mp4	51.4 MB
	~Get Your Files Here !/Chapter_11._Preventing_overfitting_with_ridge_regression,_LASSO,_and_elastic_net.mp4	7 MB
	~Get Your Files Here !/Chapter_11._Strengths_and_weaknesses_of_ridge,_LASSO,_and_elastic_net.mp4	4.9 MB
	~Get Your Files Here !/Chapter_11._Summary.mp4	4.8 MB
	~Get Your Files Here !/Chapter_11._What_is_elastic_net.mp4	11.2 MB
	~Get Your Files Here !/Chapter_11._What_is_ridge_regression.mp4	18.5 MB
	~Get Your Files Here !/Chapter_11._What_is_the_L1_norm,_and_how_does_LASSO_use_it.mp4	8.3 MB
	~Get Your Files Here !/Chapter_11._What_is_the_L2_norm,_and_how_does_ridge_regression_use_it.mp4	18.6 MB
	~Get Your Files Here !/Chapter_12._Benchmarking_the_kNN,_random_forest,_and_XGBoost_model-building_processes.mp4	4.4 MB
	~Get Your Files Here !/Chapter_12._Building_your_first_kNN_regression_model.mp4	32.3 MB
	~Get Your Files Here !/Chapter_12._Building_your_first_random_forest_regression_model.mp4	9.8 MB
	~Get Your Files Here !/Chapter_12._Building_your_first_XGBoost_regression_model.mp4	12.2 MB
	~Get Your Files Here !/Chapter_12._Regression_with_kNN,_random_forest,_and_XGBoost.mp4	14.1 MB
	~Get Your Files Here !/Chapter_12._Strengths_and_weaknesses_of_kNN,_random_forest,_and_XGBoost.mp4	2.5 MB
	~Get Your Files Here !/Chapter_12._Summary.mp4	3.7 MB
	~Get Your Files Here !/Chapter_12._Using_tree-based_learners_to_predict_a_continuous_variable.mp4	12.3 MB
	~Get Your Files Here !/Chapter_13._Building_your_first_PCA_model.mp4	43.6 MB
	~Get Your Files Here !/Chapter_13._Maximizing_variance_with_principal_component_analysis.mp4	31.4 MB
	~Get Your Files Here !/Chapter_13._Strengths_and_weaknesses_of_PCA.mp4	2.7 MB
	~Get Your Files Here !/Chapter_13._Summary.mp4	3.7 MB
	~Get Your Files Here !/Chapter_13._What_is_principal_component_analysis.mp4	27.5 MB
	~Get Your Files Here !/Chapter_14._Building_your_first_t-SNE_embedding.mp4	25.2 MB
	~Get Your Files Here !/Chapter_14._Building_your_first_UMAP_model.mp4	17.4 MB
	~Get Your Files Here !/Chapter_14._Maximizing_similarity_with_t-SNE_and_UMAP.mp4	35.2 MB
	~Get Your Files Here !/Chapter_14._Strengths_and_weaknesses_of_t-SNE_and_UMAP.mp4	3.4 MB
	~Get Your Files Here !/Chapter_14._Summary.mp4	3.2 MB
	~Get Your Files Here !/Chapter_14._What_is_UMAP.mp4	16.5 MB
	~Get Your Files Here !/Chapter_15._Building_an_LLE_of_our_flea_data.mp4	5.5 MB
	~Get Your Files Here !/Chapter_15._Building_your_first_LLE.mp4	19 MB
	~Get Your Files Here !/Chapter_15._Building_your_first_SOM.mp4	61.8 MB
	~Get Your Files Here !/Chapter_15._Self-organizing_maps_and_locally_linear_embedding.mp4	12.6 MB
	~Get Your Files Here !/Chapter_15._Strengths_and_weaknesses_of_SOMs_and_LLE.mp4	5.6 MB
	~Get Your Files Here !/Chapter_15._Summary.mp4	3.9 MB
	~Get Your Files Here !/Chapter_15._What_are_self-organizing_maps.mp4	31.1 MB
	~Get Your Files Here !/Chapter_15._What_is_locally_linear_embedding.mp4	11.4 MB
	~Get Your Files Here !/Chapter_16._Building_your_first_k-means_model.mp4	81.9 MB
	~Get Your Files Here !/Chapter_16._Clustering_by_finding_centers_with_k-means.mp4	32.8 MB
	~Get Your Files Here !/Chapter_16._Strengths_and_weaknesses_of_k-means_clustering.mp4	3.4 MB
	~Get Your Files Here !/Chapter_16._Summary.mp4	2.8 MB
	~Get Your Files Here !/Chapter_17._Building_your_first_agglomerative_hierarchical_clustering_model.mp4	56.6 MB
	~Get Your Files Here !/Chapter_17._Hierarchical_clustering.mp4	33.9 MB
	~Get Your Files Here !/Chapter_17._How_stable_are_our_clusters.mp4	11.5 MB
	~Get Your Files Here !/Chapter_17._Strengths_and_weaknesses_of_hierarchical_clustering.mp4	6 MB
	~Get Your Files Here !/Chapter_17._Summary.mp4	3.8 MB
	~Get Your Files Here !/Chapter_18._Building_your_first_DBSCAN_model.mp4	69.8 MB
	~Get Your Files Here !/Chapter_18._Building_your_first_OPTICS_model.mp4	9.8 MB
	~Get Your Files Here !/Chapter_18._Clustering_based_on_density_DBSCAN_and_OPTICS.mp4	54.7 MB
	~Get Your Files Here !/Chapter_18._Strengths_and_weaknesses_of_density-based_clustering.mp4	3.6 MB
	~Get Your Files Here !/Chapter_18._Summary.mp4	5 MB
	~Get Your Files Here !/Chapter_19._Building_your_first_Gaussian_mixture_model_for_clustering.mp4	20.3 MB
	~Get Your Files Here !/Chapter_19._Clustering_based_on_distributions_with_mixture_modeling.mp4	44.5 MB
	~Get Your Files Here !/Chapter_19._Strengths_and_weaknesses_of_mixture_model_clustering.mp4	4.5 MB
	~Get Your Files Here !/Chapter_19._Summary.mp4	3.7 MB
	~Get Your Files Here !/Chapter_2._Loading_the_tidyverse.mp4	536.9 KB
	~Get Your Files Here !/Chapter_2._Summary.mp4	7.5 MB
	~Get Your Files Here !/Chapter_2._Tidying,_manipulating,_and_plotting_data_with_the_tidyverse.mp4	14.4 MB
	~Get Your Files Here !/Chapter_2._What_the_dplyr_package_is_and_what_it_does.mp4	19 MB
	~Get Your Files Here !/Chapter_2._What_the_ggplot2_package_is_and_what_it_does.mp4	15.8 MB
	~Get Your Files Here !/Chapter_2._What_the_purrr_package_is_and_what_it_does.mp4	25.3 MB
	~Get Your Files Here !/Chapter_2._What_the_tibble_package_is_and_what_it_does.mp4	12.2 MB
	~Get Your Files Here !/Chapter_2._What_the_tidyr_package_is_and_what_it_does.mp4	7.4 MB
	~Get Your Files Here !/Chapter_20._Final_notes_and_further_reading.mp4	65.8 MB
	~Get Your Files Here !/Chapter_20._The_last_word.mp4	1.4 MB
	~Get Your Files Here !/Chapter_20._Where_can_you_go_from_here.mp4	22.1 MB
	~Get Your Files Here !/Chapter_3._Balancing_two_sources_of_model_error_The_bias-variance_trade-off.mp4	16 MB
	~Get Your Files Here !/Chapter_3._Building_your_first_kNN_model.mp4	26 MB
	~Get Your Files Here !/Chapter_3._Classifying_based_on_similarities_with_k-nearest_neighbors.mp4	22.8 MB
	~Get Your Files Here !/Chapter_3._Cross-validating_our_kNN_model.mp4	39.5 MB
	~Get Your Files Here !/Chapter_3._Strengths_and_weaknesses_of_kNN.mp4	5.5 MB
	~Get Your Files Here !/Chapter_3._Summary.mp4	9.3 MB
	~Get Your Files Here !/Chapter_3._Tuning_k_to_improve_the_model.mp4	23 MB
	~Get Your Files Here !/Chapter_3._Using_cross-validation_to_tell_if_we_re_overfitting_or_underfitting.mp4	6.6 MB
	~Get Your Files Here !/Chapter_3._What_algorithms_can_learn,_and_what_they_must_be_told_Parameters-_s_and_hyperparameters.mp4	10.7 MB
	~Get Your Files Here !/Chapter_4._Building_your_first_logistic_regression_model.mp4	40.8 MB
	~Get Your Files Here !/Chapter_4._Classifying_based_on_odds_with_logistic_regression.mp4	55.3 MB
	~Get Your Files Here !/Chapter_4._Cross-validating_the_logistic_regression_model.mp4	11.4 MB

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