[Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD

mp4   Hot:423   Size:353.95 MB   Created:2017-08-31 17:39:51   Update:2021-12-09 21:47:14  

File List

  • 01_Week_1/01_Prediction_motivation.mp4 10.49 MB
    01_Week_1/01_Prediction_motivation.pdf 1.22 MB
    01_Week_1/01_Prediction_motivation.srt 15.1 KB
    01_Week_1/01_Prediction_motivation.txt 9.3 KB
    01_Week_1/02_What_is_prediction.mp4 10.98 MB
    01_Week_1/02_What_is_prediction.pdf 1.81 MB
    01_Week_1/02_What_is_prediction.srt 15.07 KB
    01_Week_1/02_What_is_prediction.txt 9.4 KB
    01_Week_1/03_Relative_importance_of_steps.mp4 12.31 MB
    01_Week_1/03_Relative_importance_of_steps.pdf 906.82 KB
    01_Week_1/03_Relative_importance_of_steps.srt 18.41 KB
    01_Week_1/03_Relative_importance_of_steps.txt 11.3 KB
    01_Week_1/04_In_and_out_of_sample_errors.mp4 8.67 MB
    01_Week_1/04_In_and_out_of_sample_errors.pdf 1.01 MB
    01_Week_1/04_In_and_out_of_sample_errors.srt 12.43 KB
    01_Week_1/04_In_and_out_of_sample_errors.txt 7.78 KB
    01_Week_1/05_Prediction_study_design.mp4 11.13 MB
    01_Week_1/05_Prediction_study_design.pdf 861.73 KB
    01_Week_1/05_Prediction_study_design.srt 16.32 KB
    01_Week_1/05_Prediction_study_design.txt 10.17 KB
    01_Week_1/06_Types_of_errors.mp4 13.87 MB
    01_Week_1/06_Types_of_errors.pdf 1.68 MB
    01_Week_1/06_Types_of_errors.srt 18.84 KB
    01_Week_1/06_Types_of_errors.txt 11.67 KB
    01_Week_1/07_Receiver_Operating_Characteristic.mp4 6.07 MB
    01_Week_1/07_Receiver_Operating_Characteristic.pdf 335.56 KB
    01_Week_1/07_Receiver_Operating_Characteristic.srt 8.62 KB
    01_Week_1/07_Receiver_Operating_Characteristic.txt 5.41 KB
    01_Week_1/08_Cross_validation.mp4 10.1 MB
    01_Week_1/08_Cross_validation.pdf 501.23 KB
    01_Week_1/08_Cross_validation.srt 15.07 KB
    01_Week_1/08_Cross_validation.txt 9.33 KB
    01_Week_1/09_What_data_should_you_use.mp4 7.77 MB
    01_Week_1/09_What_data_should_you_use.pdf 1.67 MB
    01_Week_1/09_What_data_should_you_use.srt 11.36 KB
    01_Week_1/09_What_data_should_you_use.txt 7.05 KB
    02_Week_2/01_Caret_package.mp4 8.23 MB
    02_Week_2/01_Caret_package.pdf 2.26 MB
    02_Week_2/01_Caret_package.srt 11.04 KB
    02_Week_2/01_Caret_package.txt 6.91 KB
    02_Week_2/02_Data_slicing.mp4 7 MB
    02_Week_2/02_Data_slicing.pdf 832.67 KB
    02_Week_2/02_Data_slicing.srt 9.35 KB
    02_Week_2/02_Data_slicing.txt 5.87 KB
    02_Week_2/03_Training_options.mp4 9.01 MB
    02_Week_2/03_Training_options.pdf 1.29 MB
    02_Week_2/03_Training_options.srt 12.62 KB
    02_Week_2/03_Training_options.txt 7.74 KB
    02_Week_2/04_Plotting_predictors.mp4 14.21 MB
    02_Week_2/04_Plotting_predictors.pdf 1.66 MB
    02_Week_2/04_Plotting_predictors.srt 18 KB
    02_Week_2/04_Plotting_predictors.txt 11.2 KB
    02_Week_2/05_Basic_preprocessing.mp4 13.6 MB
    02_Week_2/05_Basic_preprocessing.pdf 1.51 MB
    02_Week_2/05_Basic_preprocessing.srt 18.53 KB
    02_Week_2/05_Basic_preprocessing.txt 11.49 KB
    02_Week_2/06_Covariate_creation.mp4 22.77 MB
    02_Week_2/06_Covariate_creation.pdf 1.88 MB
    02_Week_2/06_Covariate_creation.srt 29.58 KB
    02_Week_2/06_Covariate_creation.txt 18.41 KB
    02_Week_2/07_Preprocessing_with_principal_components_analysis.mp4 17.4 MB
    02_Week_2/07_Preprocessing_with_principal_components_analysis.pdf 1.68 MB
    02_Week_2/07_Preprocessing_with_principal_components_analysis.srt 24.34 KB
    02_Week_2/07_Preprocessing_with_principal_components_analysis.txt 15.02 KB
    02_Week_2/08_Predicting_with_Regression.mp4 15.8 MB
    02_Week_2/08_Predicting_with_Regression.pdf 1.79 MB
    02_Week_2/08_Predicting_with_Regression.srt 19.11 KB
    02_Week_2/08_Predicting_with_Regression.txt 11.87 KB
    02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.mp4 14.5 MB
    02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.pdf 1.77 MB
    02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.srt 18.17 KB
    02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.txt 11.27 KB
    03_Week_3/01_Predicting_with_trees.mp4 16.18 MB
    03_Week_3/01_Predicting_with_trees.pdf 1.65 MB
    03_Week_3/01_Predicting_with_trees.srt 20.46 KB
    03_Week_3/01_Predicting_with_trees.txt 12.6 KB
    03_Week_3/02_Bagging.mp4 11.45 MB
    03_Week_3/02_Bagging.pdf 1.53 MB
    03_Week_3/02_Bagging.srt 14.74 KB
    03_Week_3/02_Bagging.txt 9.13 KB
    03_Week_3/03_Random_Forests.mp4 8.73 MB
    03_Week_3/03_Random_Forests.pdf 1.35 MB
    03_Week_3/03_Random_Forests.srt 11.54 KB
    03_Week_3/03_Random_Forests.txt 7.24 KB
    03_Week_3/04_Boosting.mp4 9.07 MB
    03_Week_3/04_Boosting.pdf 1.15 MB
    03_Week_3/04_Boosting.srt 11.65 KB
    03_Week_3/04_Boosting.txt 7.24 KB
    03_Week_3/05_Model_Based_Prediction.mp4 14.55 MB
    03_Week_3/05_Model_Based_Prediction.pdf 1.22 MB
    03_Week_3/05_Model_Based_Prediction.srt 18.96 KB
    03_Week_3/05_Model_Based_Prediction.txt 11.62 KB
    04_Week_4/01_Regularized_regression.mp4 16.76 MB
    04_Week_4/01_Regularized_regression.pdf 1.68 MB
    04_Week_4/01_Regularized_regression.srt 21.17 KB
    04_Week_4/01_Regularized_regression.txt 13.01 KB
    04_Week_4/02_Combining_predictors.mp4 9.31 MB
    04_Week_4/02_Combining_predictors.pdf 1.69 MB
    04_Week_4/02_Combining_predictors.srt 10.87 KB
    04_Week_4/02_Combining_predictors.txt 6.74 KB
    04_Week_4/03_Forecasting.mp4 10.6 MB
    04_Week_4/03_Forecasting.pdf 1.76 MB
    04_Week_4/03_Forecasting.srt 12.24 KB
    04_Week_4/03_Forecasting.txt 7.67 KB
    04_Week_4/04_Unsupervised_Prediction.mp4 5.4 MB
    04_Week_4/04_Unsupervised_Prediction.pdf 735.81 KB
    04_Week_4/04_Unsupervised_Prediction.srt 7.22 KB
    04_Week_4/04_Unsupervised_Prediction.txt 4.54 KB

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