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[Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD
- Date: 2023-10-18
- Size: 354 MB
- Files: 108
File Name
Size
01_Week_1/01_Prediction_motivation.mp4
10 MB
01_Week_1/01_Prediction_motivation.pdf
1.2 MB
01_Week_1/01_Prediction_motivation.srt
15 kB
01_Week_1/01_Prediction_motivation.txt
9.3 kB
01_Week_1/02_What_is_prediction.mp4
11 MB
01_Week_1/02_What_is_prediction.pdf
1.8 MB
01_Week_1/02_What_is_prediction.srt
15 kB
01_Week_1/02_What_is_prediction.txt
9.4 kB
01_Week_1/03_Relative_importance_of_steps.mp4
12 MB
01_Week_1/03_Relative_importance_of_steps.pdf
907 kB
01_Week_1/03_Relative_importance_of_steps.srt
18 kB
01_Week_1/03_Relative_importance_of_steps.txt
11 kB
01_Week_1/04_In_and_out_of_sample_errors.mp4
8.7 MB
01_Week_1/04_In_and_out_of_sample_errors.pdf
1.0 MB
01_Week_1/04_In_and_out_of_sample_errors.srt
12 kB
01_Week_1/04_In_and_out_of_sample_errors.txt
7.8 kB
01_Week_1/05_Prediction_study_design.mp4
11 MB
01_Week_1/05_Prediction_study_design.pdf
862 kB
01_Week_1/05_Prediction_study_design.srt
16 kB
01_Week_1/05_Prediction_study_design.txt
10 kB
01_Week_1/06_Types_of_errors.mp4
14 MB
01_Week_1/06_Types_of_errors.pdf
1.7 MB
01_Week_1/06_Types_of_errors.srt
19 kB
01_Week_1/06_Types_of_errors.txt
12 kB
01_Week_1/07_Receiver_Operating_Characteristic.mp4
6.1 MB
01_Week_1/07_Receiver_Operating_Characteristic.pdf
336 kB
01_Week_1/07_Receiver_Operating_Characteristic.srt
8.6 kB
01_Week_1/07_Receiver_Operating_Characteristic.txt
5.4 kB
01_Week_1/08_Cross_validation.mp4
10 MB
01_Week_1/08_Cross_validation.pdf
501 kB
01_Week_1/08_Cross_validation.srt
15 kB
01_Week_1/08_Cross_validation.txt
9.3 kB
01_Week_1/09_What_data_should_you_use.mp4
7.8 MB
01_Week_1/09_What_data_should_you_use.pdf
1.7 MB
01_Week_1/09_What_data_should_you_use.srt
11 kB
01_Week_1/09_What_data_should_you_use.txt
7.1 kB
02_Week_2/01_Caret_package.mp4
8.2 MB
02_Week_2/01_Caret_package.pdf
2.3 MB
02_Week_2/01_Caret_package.srt
11 kB
02_Week_2/01_Caret_package.txt
6.9 kB
02_Week_2/02_Data_slicing.mp4
7.0 MB
02_Week_2/02_Data_slicing.pdf
833 kB
02_Week_2/02_Data_slicing.srt
9.4 kB
02_Week_2/02_Data_slicing.txt
5.9 kB
02_Week_2/03_Training_options.mp4
9.0 MB
02_Week_2/03_Training_options.pdf
1.3 MB
02_Week_2/03_Training_options.srt
13 kB
02_Week_2/03_Training_options.txt
7.7 kB
02_Week_2/04_Plotting_predictors.mp4
14 MB
02_Week_2/04_Plotting_predictors.pdf
1.7 MB
02_Week_2/04_Plotting_predictors.srt
18 kB
02_Week_2/04_Plotting_predictors.txt
11 kB
02_Week_2/05_Basic_preprocessing.mp4
14 MB
02_Week_2/05_Basic_preprocessing.pdf
1.5 MB
02_Week_2/05_Basic_preprocessing.srt
18 kB
02_Week_2/05_Basic_preprocessing.txt
12 kB
02_Week_2/06_Covariate_creation.mp4
23 MB
02_Week_2/06_Covariate_creation.pdf
1.9 MB
02_Week_2/06_Covariate_creation.srt
30 kB
02_Week_2/06_Covariate_creation.txt
18 kB
02_Week_2/07_Preprocessing_with_principal_components_analysis.mp4
17 MB
02_Week_2/07_Preprocessing_with_principal_components_analysis.pdf
1.7 MB
02_Week_2/07_Preprocessing_with_principal_components_analysis.srt
24 kB
02_Week_2/07_Preprocessing_with_principal_components_analysis.txt
15 kB
02_Week_2/08_Predicting_with_Regression.mp4
16 MB
02_Week_2/08_Predicting_with_Regression.pdf
1.8 MB
02_Week_2/08_Predicting_with_Regression.srt
19 kB
02_Week_2/08_Predicting_with_Regression.txt
12 kB
02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.mp4
14 MB
02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.pdf
1.8 MB
02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.srt
18 kB
02_Week_2/09_Predicting_with_Regression_Multiple_Covariates.txt
11 kB
03_Week_3/01_Predicting_with_trees.mp4
16 MB
03_Week_3/01_Predicting_with_trees.pdf
1.6 MB
03_Week_3/01_Predicting_with_trees.srt
20 kB
03_Week_3/01_Predicting_with_trees.txt
13 kB
03_Week_3/02_Bagging.mp4
11 MB
03_Week_3/02_Bagging.pdf
1.5 MB
03_Week_3/02_Bagging.srt
15 kB
03_Week_3/02_Bagging.txt
9.1 kB
03_Week_3/03_Random_Forests.mp4
8.7 MB
03_Week_3/03_Random_Forests.pdf
1.3 MB
03_Week_3/03_Random_Forests.srt
12 kB
03_Week_3/03_Random_Forests.txt
7.2 kB
03_Week_3/04_Boosting.mp4
9.1 MB
03_Week_3/04_Boosting.pdf
1.2 MB
03_Week_3/04_Boosting.srt
12 kB
03_Week_3/04_Boosting.txt
7.2 kB
03_Week_3/05_Model_Based_Prediction.mp4
14 MB
03_Week_3/05_Model_Based_Prediction.pdf
1.2 MB
03_Week_3/05_Model_Based_Prediction.srt
19 kB
03_Week_3/05_Model_Based_Prediction.txt
12 kB
04_Week_4/01_Regularized_regression.mp4
17 MB
04_Week_4/01_Regularized_regression.pdf
1.7 MB
04_Week_4/01_Regularized_regression.srt
21 kB
04_Week_4/01_Regularized_regression.txt
13 kB
04_Week_4/02_Combining_predictors.mp4
9.3 MB
04_Week_4/02_Combining_predictors.pdf
1.7 MB
04_Week_4/02_Combining_predictors.srt
11 kB
04_Week_4/02_Combining_predictors.txt
6.7 kB
04_Week_4/03_Forecasting.mp4
11 MB
04_Week_4/03_Forecasting.pdf
1.8 MB
04_Week_4/03_Forecasting.srt
12 kB
04_Week_4/03_Forecasting.txt
7.7 kB
04_Week_4/04_Unsupervised_Prediction.mp4
5.4 MB
04_Week_4/04_Unsupervised_Prediction.pdf
736 kB
04_Week_4/04_Unsupervised_Prediction.srt
7.2 kB
04_Week_4/04_Unsupervised_Prediction.txt
4.5 kB