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 Trouble downloading? see How To
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