Coursera Practical Machine Learning by Jeff Leek PhD Brian Caffo PhD Roger Peng PhD

Coursera Practical Machine Learning by Jeff Leek PhD Brian Caffo PhD Roger Peng PhD

Name	[Coursera] Practical Machine Learning by Jeff Leek, PhD, Brian Caffo, PhD, Roger D. Peng, PhD	DOWNLOAD Copy Link
Total Size	371.1 MB
Total Files	108
Hash	7010CB856FB5B8406E2F27F33562A6660531490B

/01_Week_1/
01_Prediction_motivation.mp4	11.0 MB
01_Prediction_motivation.pdf	1.3 MB
01_Prediction_motivation.srt	15.5 KB
01_Prediction_motivation.txt	9.5 KB
02_What_is_prediction.mp4	11.5 MB
02_What_is_prediction.pdf	1.9 MB
02_What_is_prediction.srt	15.4 KB
02_What_is_prediction.txt	9.6 KB
03_Relative_importance_of_steps.mp4	12.9 MB
03_Relative_importance_of_steps.pdf	928.6 KB
03_Relative_importance_of_steps.srt	18.9 KB
03_Relative_importance_of_steps.txt	11.6 KB
04_In_and_out_of_sample_errors.mp4	9.1 MB
04_In_and_out_of_sample_errors.pdf	1.1 MB
04_In_and_out_of_sample_errors.srt	12.7 KB
04_In_and_out_of_sample_errors.txt	8.0 KB
05_Prediction_study_design.mp4	11.7 MB
05_Prediction_study_design.pdf	882.4 KB
05_Prediction_study_design.srt	16.7 KB
05_Prediction_study_design.txt	10.4 KB
06_Types_of_errors.mp4	14.5 MB
06_Types_of_errors.pdf	1.8 MB
06_Types_of_errors.srt	19.3 KB
06_Types_of_errors.txt	11.9 KB
07_Receiver_Operating_Characteristic.mp4	6.4 MB
07_Receiver_Operating_Characteristic.pdf	343.6 KB
07_Receiver_Operating_Characteristic.srt	8.8 KB
07_Receiver_Operating_Characteristic.txt	5.5 KB
08_Cross_validation.mp4	10.6 MB
08_Cross_validation.pdf	513.3 KB
08_Cross_validation.srt	15.4 KB
08_Cross_validation.txt	9.6 KB
09_What_data_should_you_use.mp4	8.1 MB
09_What_data_should_you_use.pdf	1.8 MB
09_What_data_should_you_use.srt	11.6 KB
09_What_data_should_you_use.txt	7.2 KB
/02_Week_2/
01_Caret_package.mp4	8.6 MB
01_Caret_package.pdf	2.4 MB
01_Caret_package.srt	11.3 KB
01_Caret_package.txt	7.1 KB
02_Data_slicing.mp4	7.3 MB
02_Data_slicing.pdf	852.7 KB
02_Data_slicing.srt	9.6 KB
02_Data_slicing.txt	6.0 KB
03_Training_options.mp4	9.4 MB
03_Training_options.pdf	1.4 MB
03_Training_options.srt	12.9 KB
03_Training_options.txt	7.9 KB
04_Plotting_predictors.mp4	14.9 MB
04_Plotting_predictors.pdf	1.7 MB
04_Plotting_predictors.srt	18.4 KB
04_Plotting_predictors.txt	11.5 KB
05_Basic_preprocessing.mp4	14.3 MB
05_Basic_preprocessing.pdf	1.6 MB
05_Basic_preprocessing.srt	19.0 KB
05_Basic_preprocessing.txt	11.8 KB
06_Covariate_creation.mp4	23.9 MB
06_Covariate_creation.pdf	2.0 MB
06_Covariate_creation.srt	30.3 KB
06_Covariate_creation.txt	18.8 KB
07_Preprocessing_with_principal_components_analysis.mp4	18.2 MB
07_Preprocessing_with_principal_components_analysis.pdf	1.8 MB
07_Preprocessing_with_principal_components_analysis.srt	24.9 KB
07_Preprocessing_with_principal_components_analysis.txt	15.4 KB
08_Predicting_with_Regression.mp4	16.6 MB
08_Predicting_with_Regression.pdf	1.9 MB
08_Predicting_with_Regression.srt	19.6 KB
08_Predicting_with_Regression.txt	12.2 KB
09_Predicting_with_Regression_Multiple_Covariates.mp4	15.2 MB
09_Predicting_with_Regression_Multiple_Covariates.pdf	1.9 MB
09_Predicting_with_Regression_Multiple_Covariates.srt	18.6 KB
09_Predicting_with_Regression_Multiple_Covariates.txt	11.5 KB
/03_Week_3/
01_Predicting_with_trees.mp4	17.0 MB
01_Predicting_with_trees.pdf	1.7 MB
01_Predicting_with_trees.srt	20.9 KB
01_Predicting_with_trees.txt	12.9 KB
02_Bagging.mp4	12.0 MB
02_Bagging.pdf	1.6 MB
02_Bagging.srt	15.1 KB
02_Bagging.txt	9.4 KB
03_Random_Forests.mp4	9.2 MB
03_Random_Forests.pdf	1.4 MB
03_Random_Forests.srt	11.8 KB
03_Random_Forests.txt	7.4 KB
04_Boosting.mp4	9.5 MB
04_Boosting.pdf	1.2 MB
04_Boosting.srt	11.9 KB
04_Boosting.txt	7.4 KB
05_Model_Based_Prediction.mp4	15.3 MB
05_Model_Based_Prediction.pdf	1.3 MB
05_Model_Based_Prediction.srt	19.4 KB
05_Model_Based_Prediction.txt	11.9 KB
/04_Week_4/
01_Regularized_regression.mp4	17.6 MB
01_Regularized_regression.pdf	1.8 MB
01_Regularized_regression.srt	21.7 KB
01_Regularized_regression.txt	13.3 KB
02_Combining_predictors.mp4	9.8 MB
02_Combining_predictors.pdf	1.8 MB
02_Combining_predictors.srt	11.1 KB
02_Combining_predictors.txt	6.9 KB
03_Forecasting.mp4	11.1 MB
03_Forecasting.pdf	1.9 MB
03_Forecasting.srt	12.5 KB
03_Forecasting.txt	7.9 KB
04_Unsupervised_Prediction.mp4	5.7 MB
04_Unsupervised_Prediction.pdf	753.5 KB
04_Unsupervised_Prediction.srt	7.4 KB
04_Unsupervised_Prediction.txt	4.6 KB
Total files 108