| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/01_Prediction_motivation.mp4 |
10.5 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/01_Prediction_motivation.pdf |
1.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/01_Prediction_motivation.srt |
15 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/01_Prediction_motivation.txt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/02_What_is_prediction.mp4 |
11 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/02_What_is_prediction.pdf |
1.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/02_What_is_prediction.srt |
15 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/02_What_is_prediction.txt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/03_Relative_importance_of_steps.mp4 |
12.3 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/03_Relative_importance_of_steps.pdf |
907 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/03_Relative_importance_of_steps.srt |
18 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/03_Relative_importance_of_steps.txt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/04_In_and_out_of_sample_errors.mp4 |
8.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/04_In_and_out_of_sample_errors.pdf |
1 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/04_In_and_out_of_sample_errors.srt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/04_In_and_out_of_sample_errors.txt |
8 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/05_Prediction_study_design.mp4 |
11.1 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/05_Prediction_study_design.pdf |
862 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/05_Prediction_study_design.srt |
16 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/05_Prediction_study_design.txt |
10 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/06_Types_of_errors.mp4 |
13.9 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/06_Types_of_errors.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/06_Types_of_errors.srt |
19 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/06_Types_of_errors.txt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/07_Receiver_Operating_Characteristic.mp4 |
6.1 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/07_Receiver_Operating_Characteristic.pdf |
336 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/07_Receiver_Operating_Characteristic.srt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/07_Receiver_Operating_Characteristic.txt |
5 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/08_Cross_validation.mp4 |
10.1 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/08_Cross_validation.pdf |
501 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/08_Cross_validation.srt |
15 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/08_Cross_validation.txt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/09_What_data_should_you_use.mp4 |
7.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/09_What_data_should_you_use.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/09_What_data_should_you_use.srt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /01_Week_1/09_What_data_should_you_use.txt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/01_Caret_package.mp4 |
8.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/01_Caret_package.pdf |
2.3 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/01_Caret_package.srt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/01_Caret_package.txt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/02_Data_slicing.mp4 |
7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/02_Data_slicing.pdf |
833 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/02_Data_slicing.srt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/02_Data_slicing.txt |
6 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/03_Training_options.mp4 |
9 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/03_Training_options.pdf |
1.3 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/03_Training_options.srt |
13 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/03_Training_options.txt |
8 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/04_Plotting_predictors.mp4 |
14.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/04_Plotting_predictors.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/04_Plotting_predictors.srt |
18 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/04_Plotting_predictors.txt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/05_Basic_preprocessing.mp4 |
13.6 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/05_Basic_preprocessing.pdf |
1.5 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/05_Basic_preprocessing.srt |
19 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/05_Basic_preprocessing.txt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/06_Covariate_creation.mp4 |
22.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/06_Covariate_creation.pdf |
1.9 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/06_Covariate_creation.srt |
30 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/06_Covariate_creation.txt |
18 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/07_Preprocessing_with_principal_components_analysis.mp4 |
17.4 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/07_Preprocessing_with_principal_components_analysis.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/07_Preprocessing_with_principal_components_analysis.srt |
24 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/07_Preprocessing_with_principal_components_analysis.txt |
15 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/08_Predicting_with_Regression.mp4 |
15.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/08_Predicting_with_Regression.pdf |
1.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/08_Predicting_with_Regression.srt |
19 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/08_Predicting_with_Regression.txt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.mp4 |
14.5 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.pdf |
1.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.srt |
18 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.txt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/01_Predicting_with_trees.mp4 |
16.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/01_Predicting_with_trees.pdf |
1.6 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/01_Predicting_with_trees.srt |
20 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/01_Predicting_with_trees.txt |
13 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/02_Bagging.mp4 |
11.4 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/02_Bagging.pdf |
1.5 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/02_Bagging.srt |
15 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/02_Bagging.txt |
9 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/03_Random_Forests.mp4 |
8.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/03_Random_Forests.pdf |
1.3 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/03_Random_Forests.srt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/03_Random_Forests.txt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/04_Boosting.mp4 |
9.1 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/04_Boosting.pdf |
1.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/04_Boosting.srt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/04_Boosting.txt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/05_Model_Based_Prediction.mp4 |
14.5 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/05_Model_Based_Prediction.pdf |
1.2 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/05_Model_Based_Prediction.srt |
19 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /03_Week_3/05_Model_Based_Prediction.txt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/01_Regularized_regression.mp4 |
16.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/01_Regularized_regression.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/01_Regularized_regression.srt |
21 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/01_Regularized_regression.txt |
13 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/02_Combining_predictors.mp4 |
9.3 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/02_Combining_predictors.pdf |
1.7 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/02_Combining_predictors.srt |
11 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/02_Combining_predictors.txt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/03_Forecasting.mp4 |
10.6 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/03_Forecasting.pdf |
1.8 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/03_Forecasting.srt |
12 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/03_Forecasting.txt |
8 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/04_Unsupervised_Prediction.mp4 |
5.4 MB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/04_Unsupervised_Prediction.pdf |
736 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/04_Unsupervised_Prediction.srt |
7 KB |
| [Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD /04_Week_4/04_Unsupervised_Prediction.txt |
5 KB |
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