CourserHub com Coursera Data Science Statistics and Machine Learning Specialization

CourserHub com Coursera Data Science Statistics and Machine Learning Specialization

Name	[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization	DOWNLOAD Copy Link
Total Size	4.3 GB
Total Files	729
Last Seen	2024-07-08 23:56
Hash	D5A16D72AF0F668CC454937F204464E3FEAF6E7D

/0. Websites you may like/
[CourserHub.com].url	0.1 KB
/
Readme.txt	0.1 KB
/.../01_course-overview/01_welcome/
01_welcome-to-developing-data-products.en.srt	2.1 KB
01_welcome-to-developing-data-products.en.txt	1.3 KB
01_welcome-to-developing-data-products.mp4	5.7 MB
02_a-note-of-explanation_instructions.html	2.2 KB
03_syllabus_instructions.html	8.1 KB
03_syllabus_syllabus.html	1.3 MB
04_welcome_Developing_Data_Products.git	235.0 KB
04_welcome_instructions.html	5.4 KB
04_welcome_welcome.html	1.3 MB
05_book-developing-data-products-in-r_book.pdf	139.3 KB
05_book-developing-data-products-in-r_instructions.html	182.5 KB
06_community-site_DataScienceSpecialization.github.io	207.5 KB
06_community-site_community.html	1.3 MB
06_community-site_community.pdf	139.5 KB
06_community-site_instructions.html	2.5 KB
07_r-and-rstudio-links-tutorials_instructions.html	2.0 KB
/.../01_shiny-part-1/
01_shiny_instructions.html	2.7 KB
01_shiny_shiny.html	1.3 MB
02_shinyapps-io-project_instructions.html	2.0 KB
02_shinyapps-io-project_shinyproject.html	1.3 MB
03_shiny-1-1.en.srt	9.1 KB
03_shiny-1-1.en.txt	5.8 KB
03_shiny-1-1.mp4	9.1 MB
04_shiny-1-2.en.srt	8.8 KB
04_shiny-1-2.en.txt	5.5 KB
04_shiny-1-2.mp4	9.7 MB
05_shiny-1-3.en.srt	6.1 KB
05_shiny-1-3.en.txt	3.9 KB
05_shiny-1-3.mp4	7.9 MB
06_shiny-1-4.en.srt	9.0 KB
06_shiny-1-4.en.txt	5.7 KB
06_shiny-1-4.mp4	10.5 MB
07_shiny-1-5.en.srt	13.2 KB
07_shiny-1-5.en.txt	8.3 KB
07_shiny-1-5.mp4	18.1 MB
/.../02_shiny-part-2/
01_shiny-2-1.en.srt	5.0 KB
01_shiny-2-1.en.txt	3.2 KB
01_shiny-2-1.mp4	4.8 MB
02_shiny-2-2.en.srt	13.5 KB
02_shiny-2-2.en.txt	8.3 KB
02_shiny-2-2.mp4	19.2 MB
03_shiny-2-3.en.srt	4.1 KB
03_shiny-2-3.en.txt	2.4 KB
03_shiny-2-3.mp4	6.3 MB
04_shiny-2-4.en.srt	6.3 KB
04_shiny-2-4.en.txt	4.0 KB
04_shiny-2-4.mp4	7.4 MB
05_shiny-2-5.en.srt	4.6 KB
05_shiny-2-5.en.txt	2.9 KB
05_shiny-2-5.mp4	7.8 MB
06_shiny-2-6.en.srt	8.9 KB
06_shiny-2-6.en.txt	5.6 KB
06_shiny-2-6.mp4	11.2 MB
/.../03_shiny-gadgets/
01_shiny-gadgets-1-1.en.srt	8.1 KB
01_shiny-gadgets-1-1.en.txt	5.0 KB
01_shiny-gadgets-1-1.mp4	8.8 MB
02_shiny-gadgets-1-2.en.srt	6.2 KB
02_shiny-gadgets-1-2.en.txt	3.9 KB
02_shiny-gadgets-1-2.mp4	7.3 MB
03_shiny-gadgets-1-3.en.srt	8.9 KB
03_shiny-gadgets-1-3.en.txt	5.4 KB
03_shiny-gadgets-1-3.mp4	12.8 MB
/.../02_shiny-googlevis-and-plotly/04_googlevis/
01_googlevis-1-1.en.srt	7.7 KB
01_googlevis-1-1.en.txt	4.6 KB
01_googlevis-1-1.mp4	14.9 MB
02_googlevis-1-2.en.srt	11.7 KB
02_googlevis-1-2.en.txt	6.9 KB
02_googlevis-1-2.mp4	17.8 MB
/.../02_shiny-googlevis-and-plotly/05_plotly/
01_plotly-1-1.en.srt	5.6 KB
01_plotly-1-1.en.txt	3.5 KB
01_plotly-1-1.mp4	5.2 MB
02_plotly-1-2.en.srt	3.1 KB
02_plotly-1-2.en.txt	2.0 KB
02_plotly-1-2.mp4	3.6 MB
03_plotly-1-3.en.srt	7.8 KB
03_plotly-1-3.en.txt	4.7 KB
03_plotly-1-3.mp4	14.6 MB
04_plotly-1-4.en.srt	6.8 KB
04_plotly-1-4.en.txt	4.3 KB
04_plotly-1-4.mp4	12.5 MB
05_plotly-1-5.en.srt	5.2 KB
05_plotly-1-5.en.txt	3.3 KB
05_plotly-1-5.mp4	5.7 MB
06_plotly-1-6.en.srt	5.3 KB
06_plotly-1-6.en.txt	3.2 KB
06_plotly-1-6.mp4	8.9 MB
07_plotly-1-7.en.srt	1.1 KB
07_plotly-1-7.en.txt	0.7 KB
07_plotly-1-7.mp4	2.2 MB
08_plotly-1-8.en.srt	2.3 KB
08_plotly-1-8.en.txt	1.5 KB
08_plotly-1-8.mp4	2.8 MB
/.../03_r-markdown-and-leaflet/01_r-markdown/
01_r-markdown-1-1.en.srt	7.2 KB
01_r-markdown-1-1.en.txt	4.6 KB
01_r-markdown-1-1.mp4	6.8 MB
02_r-markdown-1-2.en.srt	3.4 KB
02_r-markdown-1-2.en.txt	2.1 KB
02_r-markdown-1-2.mp4	8.1 MB
03_r-markdown-1-3.en.srt	3.6 KB
03_r-markdown-1-3.en.txt	2.0 KB
03_r-markdown-1-3.mp4	9.4 MB
04_r-markdown-1-4.en.srt	1.1 KB
04_r-markdown-1-4.en.txt	0.6 KB
04_r-markdown-1-4.mp4	2.2 MB
05_r-markdown-1-5.en.srt	5.1 KB
05_r-markdown-1-5.en.txt	3.1 KB
05_r-markdown-1-5.mp4	12.8 MB
06_r-markdown-1-6.en.srt	10.0 KB
06_r-markdown-1-6.en.txt	6.1 KB
06_r-markdown-1-6.mp4	15.4 MB
/.../02_sharing-r-markdown-documents/
01_three-ways-to-share-r-markdown-products_instructions.html	2.0 KB
/.../03_r-markdown-and-leaflet/03_leaflet/
01_leaflet-1-1.en.srt	5.0 KB
01_leaflet-1-1.en.txt	3.1 KB
01_leaflet-1-1.mp4	7.7 MB
01_leaflet-1-1_Leaflet.rmd	257.5 KB
02_leaflet-1-2.en.srt	8.6 KB
02_leaflet-1-2.en.txt	5.3 KB
02_leaflet-1-2.mp4	16.7 MB
03_leaflet-1-3.en.srt	3.0 KB
03_leaflet-1-3.en.txt	1.8 KB
03_leaflet-1-3.mp4	5.9 MB
04_leaflet-1-4.en.srt	4.2 KB
04_leaflet-1-4.en.txt	2.7 KB
04_leaflet-1-4.mp4	10.0 MB
05_leaflet-1-5.en.srt	2.9 KB
05_leaflet-1-5.en.txt	1.8 KB
05_leaflet-1-5.mp4	12.0 MB
06_leaflet-1-6.en.srt	9.1 KB
06_leaflet-1-6.en.txt	5.7 KB
06_leaflet-1-6.mp4	23.9 MB
/data-products/04_r-packages/01_r-packages/
01_r-packages_instructions.html	1.2 KB
02_r-packages-part-1.en.srt	13.2 KB
02_r-packages-part-1.en.txt	8.3 KB
02_r-packages-part-1.mp4	14.5 MB
03_r-packages-part-2.en.srt	26.4 KB
03_r-packages-part-2.en.txt	16.2 KB
03_r-packages-part-2.mp4	20.0 MB
04_building-r-packages-demo.en.srt	26.6 KB
04_building-r-packages-demo.en.txt	15.8 KB
04_building-r-packages-demo.mp4	71.9 MB
05_r-classes-and-methods-part-1.en.srt	23.2 KB
05_r-classes-and-methods-part-1.en.txt	14.4 KB
05_r-classes-and-methods-part-1.mp4	28.2 MB
06_r-classes-and-methods-part-2.en.srt	19.0 KB
06_r-classes-and-methods-part-2.en.txt	11.8 KB
06_r-classes-and-methods-part-2.mp4	15.7 MB
/.../01_swirl-courses/
01_swirl-1-1.en.srt	2.8 KB
01_swirl-1-1.en.txt	1.7 KB
01_swirl-1-1.mp4	5.0 MB
02_swirl-1-2.en.srt	8.7 KB
02_swirl-1-2.en.txt	5.4 KB
02_swirl-1-2.mp4	14.8 MB
03_swirl-1-3.en.srt	6.4 KB
03_swirl-1-3.en.txt	3.8 KB
03_swirl-1-3.mp4	13.3 MB
/.../02_share-your-feedback/
01_post-course-survey_instructions.html	1.3 KB
/.../01_overview-understanding-the-problem-and-getting-the-data/01_welcome/
01_welcome-to-the-capstone-project.en.srt	2.7 KB
01_welcome-to-the-capstone-project.en.txt	1.7 KB
01_welcome-to-the-capstone-project.mp4	20.1 MB
02_a-note-of-explanation_instructions.html	2.2 KB
03_project-overview_NLPCourseraSlides.html	7.3 KB
03_project-overview_NaturalLanguageProcessing.html	25.3 KB
03_project-overview_instructions.html	5.2 KB
04_welcome-from-swiftkey.en.srt	1.9 KB
04_welcome-from-swiftkey.en.txt	1.2 KB
04_welcome-from-swiftkey.mp4	3.8 MB
05_you-are-a-data-scientist-now.en.srt	2.2 KB
05_you-are-a-data-scientist-now.en.txt	1.4 KB
05_you-are-a-data-scientist-now.mp4	16.5 MB
06_syllabus_Coursera-SwiftKey.zip	574.7 MB
06_syllabus_Referencing_handbook.pdf	42.4 KB
06_syllabus_instructions.html	7.9 KB
/.../02_task-0-understanding-the-problem/
01_introduction-to-task-0-understanding-the-problem.en.srt	2.2 KB
01_introduction-to-task-0-understanding-the-problem.en.txt	1.4 KB
01_introduction-to-task-0-understanding-the-problem.mp4	15.5 MB
02_task-0-understanding-the-problem_Coursera-SwiftKey.zip	574.7 MB
02_task-0-understanding-the-problem_NaturalLanguageProcessing.html	25.3 KB
02_task-0-understanding-the-problem_instructions.html	4.3 KB
03_about-the-corpora_instructions.html	4.2 KB
/.../03_task-1-getting-and-cleaning-the-data/
01_introduction-to-task-1-getting-and-cleaning-the-data.en.srt	2.2 KB
01_introduction-to-task-1-getting-and-cleaning-the-data.en.txt	1.4 KB
01_introduction-to-task-1-getting-and-cleaning-the-data.mp4	16.6 MB
02_task-1-getting-and-cleaning-the-data_instructions.html	4.4 KB
03_regular-expressions-part-1-optional.en.srt	8.0 KB
03_regular-expressions-part-1-optional.en.txt	5.1 KB
03_regular-expressions-part-1-optional.mp4	8.0 MB
04_regular-expressions-part-2-optional.en.srt	11.7 KB
04_regular-expressions-part-2-optional.en.txt	7.5 KB
04_regular-expressions-part-2-optional.mp4	12.3 MB
/.../01_task-2-exploratory-data-analysis/
01_introduction-to-task-2-exploratory-data-analysis.en.srt	2.5 KB
01_introduction-to-task-2-exploratory-data-analysis.en.txt	1.6 KB
01_introduction-to-task-2-exploratory-data-analysis.mp4	20.8 MB
02_task-2-exploratory-data-analysis_instructions.html	2.6 KB
/.../02_task-3-modeling/
01_introduction-to-task-3-modeling.en.srt	2.0 KB
01_introduction-to-task-3-modeling.en.txt	1.3 KB
01_introduction-to-task-3-modeling.mp4	14.0 MB
02_task-3-modeling_instructions.html	5.1 KB
/.../01_task-4-prediction-model/
01_introduction-to-task-4-prediction-model.en.srt	2.4 KB
01_introduction-to-task-4-prediction-model.en.txt	1.5 KB
01_introduction-to-task-4-prediction-model.mp4	14.5 MB
02_task-4-prediction-model_instructions.html	2.2 KB
/.../01_task-5-creative-exploration/
01_introduction-to-task-5-creative-exploration.en.srt	1.7 KB
01_introduction-to-task-5-creative-exploration.en.txt	1.1 KB
01_introduction-to-task-5-creative-exploration.mp4	11.1 MB
02_task-5-creative-exploration_instructions.html	2.3 KB
/.../01_task-6-data-product/
01_introduction-to-task-6-data-product.en.srt	1.9 KB
01_introduction-to-task-6-data-product.en.txt	1.2 KB
01_introduction-to-task-6-data-product.mp4	14.2 MB
02_task-6-data-product_instructions.html	2.2 KB
/.../01_task-7-slide-deck/
01_introduction-to-task-7-slide-deck.en.srt	1.4 KB
01_introduction-to-task-7-slide-deck.en.txt	0.9 KB
01_introduction-to-task-7-slide-deck.mp4	9.4 MB
02_task-7-slide-deck_instructions.html	2.3 KB
/.../01_final-project-submission/
01_congratulations.en.srt	3.8 KB
01_congratulations.en.txt	2.2 KB
01_congratulations.mp4	12.1 MB
/.../01_week-1-prediction-errors-and-cross-validation/01_week-1/
01_welcome-to-practical-machine-learning_instructions.html	2.2 KB
02_a-note-of-explanation_instructions.html	2.2 KB
03_syllabus_instructions.html	6.8 KB
04_pre-course-survey_instructions.html	1.2 KB
05_prediction-motivation.en.srt	15.5 KB
05_prediction-motivation.en.txt	9.5 KB
05_prediction-motivation.mp4	13.1 MB
05_prediction-motivation_001predictionMotivation.pdf	2.2 MB
06_what-is-prediction.en.srt	15.4 KB
06_what-is-prediction.en.txt	9.6 KB
06_what-is-prediction.mp4	13.9 MB
06_what-is-prediction_002whatIsPrediction.pdf	1.9 MB
07_relative-importance-of-steps.en.srt	18.8 KB
07_relative-importance-of-steps.en.txt	11.6 KB
07_relative-importance-of-steps.mp4	15.2 MB
07_relative-importance-of-steps_003relativeImportance.pdf	928.6 KB
08_in-and-out-of-sample-errors.en.srt	12.7 KB
08_in-and-out-of-sample-errors.en.txt	8.0 KB
08_in-and-out-of-sample-errors.mp4	10.5 MB
08_in-and-out-of-sample-errors_004inOutSampleErrors.pdf	1.1 MB
09_prediction-study-design.en.srt	16.7 KB
09_prediction-study-design.en.txt	10.4 KB
09_prediction-study-design.mp4	13.5 MB
09_prediction-study-design_005predictionStudyDesign.pdf	882.4 KB
10_types-of-errors.en.srt	19.3 KB
10_types-of-errors.en.txt	11.9 KB
10_types-of-errors.mp4	17.6 MB
10_types-of-errors_006typesOfErrors.pdf	1.8 MB
11_receiver-operating-characteristic.en.srt	8.8 KB
11_receiver-operating-characteristic.en.txt	5.5 KB
11_receiver-operating-characteristic.mp4	7.2 MB
12_cross-validation.en.srt	15.4 KB
12_cross-validation.en.txt	9.6 KB
12_cross-validation.mp4	11.9 MB
12_cross-validation_008crossValidation.pdf	513.3 KB
13_what-data-should-you-use.en.srt	11.6 KB
13_what-data-should-you-use.en.txt	7.2 KB
13_what-data-should-you-use.mp4	10.1 MB
13_what-data-should-you-use_009whatData.pdf	1.8 MB
/.../02_week-2-the-caret-package/01_week-2/
01_caret-package.en.srt	11.3 KB
01_caret-package.en.txt	7.1 KB
01_caret-package.mp4	10.6 MB
01_caret-package_010caretPackage.pdf	2.4 MB
02_data-slicing.en.srt	9.6 KB
02_data-slicing.en.txt	6.0 KB
02_data-slicing.mp4	8.4 MB
02_data-slicing_011dataSlicing.pdf	852.7 KB
03_training-options.en.srt	12.4 KB
03_training-options.en.txt	7.8 KB
03_training-options.mp4	10.9 MB
03_training-options_012trainOptions.pdf	1.4 MB
04_plotting-predictors.en.srt	18.4 KB
04_plotting-predictors.en.txt	11.5 KB
04_plotting-predictors.mp4	18.4 MB
04_plotting-predictors_013plottingPredictors.pdf	1.7 MB
05_basic-preprocessing.en.srt	19.0 KB
05_basic-preprocessing.en.txt	11.8 KB
05_basic-preprocessing.mp4	16.5 MB
05_basic-preprocessing_014basicPreprocessing.pdf	1.6 MB
06_covariate-creation.en.srt	30.3 KB
06_covariate-creation.en.txt	18.8 KB
06_covariate-creation.mp4	28.2 MB
06_covariate-creation_015covariateCreation.pdf	2.0 MB
07_preprocessing-with-principal-components-analysis.en.srt	24.9 KB
07_preprocessing-with-principal-components-analysis.en.txt	15.4 KB
07_preprocessing-with-principal-components-analysis.mp4	21.0 MB
07_preprocessing-with-principal-components-analysis_016preProcessingPCA.pdf	1.8 MB
08_predicting-with-regression.en.srt	19.6 KB
08_predicting-with-regression.en.txt	12.2 KB
08_predicting-with-regression.mp4	19.2 MB
08_predicting-with-regression_017predictingWithRegression.pdf	1.9 MB
09_predicting-with-regression-multiple-covariates.en.srt	18.6 KB
09_predicting-with-regression-multiple-covariates.en.txt	11.5 KB
09_predicting-with-regression-multiple-covariates.mp4	18.0 MB
09_predicting-with-regression-multiple-covariates_018predictingWithRegressionMC.pdf	1.9 MB
/.../03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/
01_predicting-with-trees.en.srt	20.9 KB
01_predicting-with-trees.en.txt	12.9 KB
01_predicting-with-trees.mp4	19.6 MB
01_predicting-with-trees_019predictingWithTrees.pdf	1.7 MB
02_bagging.en.srt	15.1 KB
02_bagging.en.txt	9.4 KB
02_bagging.mp4	13.7 MB
02_bagging_020bagging.pdf	1.6 MB
03_random-forests.en.srt	11.8 KB
03_random-forests.en.txt	7.4 KB
03_random-forests.mp4	10.7 MB
03_random-forests_021randomForests.pdf	1.4 MB
04_boosting.en.srt	11.9 KB
04_boosting.en.txt	7.4 KB
04_boosting.mp4	11.1 MB
04_boosting_022boosting.pdf	1.2 MB
05_model-based-prediction.en.srt	19.4 KB
05_model-based-prediction.en.txt	11.9 KB
05_model-based-prediction.mp4	17.7 MB
05_model-based-prediction_023modelBasedPrediction.pdf	1.3 MB
/.../04_week-4-regularized-regression-and-combining-predictors/01_week-4/
01_regularized-regression.en.srt	21.7 KB
01_regularized-regression.en.txt	13.3 KB
01_regularized-regression.mp4	20.4 MB
01_regularized-regression_024regularizedRegression.pdf	1.8 MB
02_combining-predictors.en.srt	11.1 KB
02_combining-predictors.en.txt	6.9 KB
02_combining-predictors.mp4	11.6 MB
02_combining-predictors_025combiningPredictors.pdf	1.8 MB
03_forecasting.en.srt	12.5 KB
03_forecasting.en.txt	7.8 KB
03_forecasting.mp4	13.6 MB
03_forecasting_027forecasting.pdf	1.9 MB
04_unsupervised-prediction.en.srt	7.4 KB
04_unsupervised-prediction.en.txt	4.6 KB
04_unsupervised-prediction.mp4	6.4 MB
04_unsupervised-prediction_026unsupervisedPrediction.pdf	753.5 KB
/.../02_course-project/
01_course-project-instructions-read-first_instructions.html	4.8 KB
01_course-project-instructions-read-first_pml-testing.csv	15.1 KB
01_course-project-instructions-read-first_pml-training.csv	12.2 MB
/.../03_share-your-feedback/
01_post-course-survey_instructions.html	1.3 KB
/.../01_week-1-least-squares-and-linear-regression/01_introduction/
01_welcome-to-regression-models_Kbp848YCgjxdpeGihUcxr4_PL8JM5tJxrEVr91e09B5KidCoGXWxe8c2AEKCoEXbBAaW4JMUUXI0R-KgvzNd7g.JywEThkg4eCE-iu2MYP7iw.u4f02fpu8cveioeaveh3	152.6 KB
01_welcome-to-regression-models_courses.git	200.3 KB
01_welcome-to-regression-models_instructions.html	6.0 KB
02_book-regression-models-for-data-science-in-r_instructions.html	367.0 KB
03_syllabus_JHSPH-ReferencingHandbook.pdf	196.0 KB
03_syllabus_instructions.html	10.0 KB
04_pre-course-survey_instructions.html	1.2 KB
05_data-science-specialization-community-site_DataScienceSpecialization.github.io	207.5 KB
05_data-science-specialization-community-site_instructions.html	2.1 KB
06_where-to-get-more-advanced-material_instructions.html	340.2 KB
/.../02_introduction-to-regression-and-least-squares/
01_regression_instructions.html	1.7 KB
02_introduction-to-regression.en.srt	9.1 KB
02_introduction-to-regression.en.txt	5.8 KB
02_introduction-to-regression.mp4	14.5 MB
02_introduction-to-regression_01_01.pdf	486.9 KB
03_introduction-basic-least-squares.en.srt	8.8 KB
03_introduction-basic-least-squares.en.txt	5.5 KB
03_introduction-basic-least-squares.mp4	17.6 MB
03_introduction-basic-least-squares_01_01.pdf	486.9 KB
04_technical-details_instructions.html	1.3 KB
05_technical-details-skip-if-you-d-like.en.srt	3.5 KB
05_technical-details-skip-if-you-d-like.en.txt	2.1 KB
05_technical-details-skip-if-you-d-like.mp4	6.0 MB
05_technical-details-skip-if-you-d-like_01_01.pdf	486.9 KB
06_introductory-data-example.en.srt	16.1 KB
06_introductory-data-example.en.txt	9.9 KB
06_introductory-data-example.mp4	23.3 MB
06_introductory-data-example_01_01.pdf	486.9 KB
/.../03_linear-least-squares/
01_least-squares_instructions.html	1.3 KB
02_notation-and-background.en.srt	11.2 KB
02_notation-and-background.en.txt	6.9 KB
02_notation-and-background.mp4	22.3 MB
02_notation-and-background_01_02.pdf	130.7 KB
03_linear-least-squares.en.srt	9.0 KB
03_linear-least-squares.en.txt	5.7 KB
03_linear-least-squares.mp4	18.5 MB
03_linear-least-squares_01_03.pdf	189.5 KB
04_linear-least-squares-coding-example.en.srt	11.3 KB
04_linear-least-squares-coding-example.en.txt	7.0 KB
04_linear-least-squares-coding-example.mp4	25.6 MB
04_linear-least-squares-coding-example_01_03.pdf	189.5 KB
05_technical-details-skip-if-you-d-like.en.srt	10.8 KB
05_technical-details-skip-if-you-d-like.en.txt	6.3 KB
05_technical-details-skip-if-you-d-like.mp4	15.2 MB
05_technical-details-skip-if-you-d-like_01_03.pdf	189.5 KB
/.../04_regression-to-the-mean/
01_regression-to-the-mean_instructions.html	2.0 KB
02_regression-to-the-mean.en.srt	16.7 KB
02_regression-to-the-mean.en.txt	10.4 KB
02_regression-to-the-mean.mp4	33.2 MB
/.../05_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-1_instructions.html	4.0 KB
/.../01_statistical-linear-regression-models/
01_statistical-linear-regression-models_instructions.html	1.4 KB
02_statistical-linear-regression-models.en.srt	4.1 KB
02_statistical-linear-regression-models.en.txt	2.6 KB
02_statistical-linear-regression-models.mp4	7.6 MB
02_statistical-linear-regression-models_01_05.pdf	216.1 KB
03_interpreting-coefficients.en.srt	5.5 KB
03_interpreting-coefficients.en.txt	3.4 KB
03_interpreting-coefficients.mp4	15.9 MB
03_interpreting-coefficients_01_05.pdf	216.1 KB
04_linear-regression-for-prediction.en.srt	13.7 KB
04_linear-regression-for-prediction.en.txt	8.6 KB
04_linear-regression-for-prediction.mp4	23.7 MB
04_linear-regression-for-prediction_01_05.pdf	216.1 KB
/.../02_week-2-linear-regression-multivariable-regression/02_residuals/
01_residuals_instructions.html	1.3 KB
02_residuals.en.srt	7.8 KB
02_residuals.en.txt	4.9 KB
02_residuals.mp4	15.2 MB
02_residuals_01_06.pdf	236.2 KB
03_residuals-coding-example.en.srt	19.2 KB
03_residuals-coding-example.en.txt	11.9 KB
03_residuals-coding-example.mp4	31.9 MB
03_residuals-coding-example_01_06.pdf	236.2 KB
04_residual-variance.en.srt	11.1 KB
04_residual-variance.en.txt	6.9 KB
04_residual-variance.mp4	20.8 MB
04_residual-variance_01_06.pdf	236.2 KB
/.../03_inference-in-regression/
01_inference-in-regression_instructions.html	1.5 KB
02_inference-in-regression.en.srt	7.6 KB
02_inference-in-regression.en.txt	4.9 KB
02_inference-in-regression.mp4	18.8 MB
02_inference-in-regression_01_07.pdf	237.4 KB
03_coding-example.en.srt	9.7 KB
03_coding-example.en.txt	6.0 KB
03_coding-example.mp4	15.4 MB
03_coding-example_01_07.pdf	237.4 KB
04_prediction.en.srt	14.7 KB
04_prediction.en.txt	9.3 KB
04_prediction.mp4	22.5 MB
04_prediction_01_07.pdf	237.4 KB
/.../04_for-the-project/
01_looking-ahead-to-the-project_instructions.html	1.1 KB
02_really-really-quick-intro-to-knitr.en.srt	4.2 KB
02_really-really-quick-intro-to-knitr.en.txt	2.5 KB
02_really-really-quick-intro-to-knitr.mp4	10.0 MB
/.../05_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-2_instructions.html	1.2 KB
/.../01_multivariable-regression/
01_multivariable-regression_instructions.html	1.3 KB
02_multivariable-regression-part-i.en.srt	13.6 KB
02_multivariable-regression-part-i.en.txt	8.8 KB
02_multivariable-regression-part-i.mp4	37.0 MB
02_multivariable-regression-part-i_02_01.pdf	501.1 KB
03_multivariable-regression-part-ii.en.srt	14.6 KB
03_multivariable-regression-part-ii.en.txt	9.2 KB
03_multivariable-regression-part-ii.mp4	27.5 MB
03_multivariable-regression-part-ii_02_01.pdf	501.1 KB
04_multivariable-regression-continued.en.srt	11.9 KB
04_multivariable-regression-continued.en.txt	7.5 KB
04_multivariable-regression-continued.mp4	27.7 MB
04_multivariable-regression-continued_02_01.pdf	501.1 KB
/.../02_multivariable-regression-tips-and-tricks/
01_multivariable-regression-examples-part-i.en.srt	27.1 KB
01_multivariable-regression-examples-part-i.en.txt	16.8 KB
01_multivariable-regression-examples-part-i.mp4	65.8 MB
01_multivariable-regression-examples-part-i_02_02.pdf	1.7 MB
02_multivariable-regression-examples-part-ii.en.srt	31.9 KB
02_multivariable-regression-examples-part-ii.en.txt	19.9 KB
02_multivariable-regression-examples-part-ii.mp4	64.3 MB
02_multivariable-regression-examples-part-ii_02_02.pdf	1.7 MB
03_multivariable-regression-examples-part-iii.en.srt	8.1 KB
03_multivariable-regression-examples-part-iii.en.txt	5.0 KB
03_multivariable-regression-examples-part-iii.mp4	11.0 MB
03_multivariable-regression-examples-part-iii_02_02.pdf	1.7 MB
04_multivariable-regression-examples-part-iv.en.srt	10.4 KB
04_multivariable-regression-examples-part-iv.en.txt	6.3 KB
04_multivariable-regression-examples-part-iv.mp4	15.4 MB
04_multivariable-regression-examples-part-iv_02_02.pdf	1.7 MB
/.../03_week-3-multivariable-regression-residuals-diagnostics/03_adjustment/
01_adjustment_instructions.html	2.6 KB
02_adjustment-examples.en.srt	22.6 KB
02_adjustment-examples.en.txt	14.3 KB
02_adjustment-examples.mp4	44.6 MB
02_adjustment-examples_02_03.pdf	314.3 KB
/.../04_residuals-again/
01_residuals_instructions.html	1.2 KB
02_residuals-and-diagnostics-part-i.en.srt	6.4 KB
02_residuals-and-diagnostics-part-i.en.txt	4.0 KB
02_residuals-and-diagnostics-part-i.mp4	21.3 MB
02_residuals-and-diagnostics-part-i_02_04.pdf	224.2 KB
03_residuals-and-diagnostics-part-ii.en.srt	12.7 KB
03_residuals-and-diagnostics-part-ii.en.txt	8.1 KB
03_residuals-and-diagnostics-part-ii.mp4	32.1 MB
04_residuals-and-diagnostics-part-iii.en.srt	11.6 KB
04_residuals-and-diagnostics-part-iii.en.txt	7.4 KB
04_residuals-and-diagnostics-part-iii.mp4	27.2 MB
/.../05_model-selection/
01_model-selection_instructions.html	1.4 KB
02_model-selection-part-i.en.srt	10.4 KB
02_model-selection-part-i.en.txt	6.6 KB
02_model-selection-part-i.mp4	26.0 MB
02_model-selection-part-i_02_05.pdf	148.1 KB
03_model-selection-part-ii.en.srt	31.9 KB
03_model-selection-part-ii.en.txt	20.4 KB
03_model-selection-part-ii.mp4	65.8 MB
03_model-selection-part-ii_02_05.pdf	148.1 KB
04_model-selection-part-iii.en.srt	18.1 KB
04_model-selection-part-iii.en.txt	11.5 KB
04_model-selection-part-iii.mp4	47.3 MB
04_model-selection-part-iii_02_05.pdf	148.1 KB
/.../06_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-3_instructions.html	1.3 KB
/.../01_week-4-new-videos/
01_glms_instructions.html	3.1 KB
02_glms.en.srt	29.0 KB
02_glms.en.txt	18.5 KB
02_glms.mp4	80.3 MB
02_glms_03_01.pdf	195.3 KB
/.../02_logistic-regression/
01_logistic-regression_instructions.html	1.8 KB
02_logistic-regression-part-i.en.srt	23.1 KB
02_logistic-regression-part-i.en.txt	14.3 KB
02_logistic-regression-part-i.mp4	46.8 MB
02_logistic-regression-part-i_03_02.pdf	163.1 KB
03_logistic-regression-part-ii.en.srt	4.1 KB
03_logistic-regression-part-ii.en.txt	2.5 KB
03_logistic-regression-part-ii.mp4	5.8 MB
03_logistic-regression-part-ii_03_02.pdf	163.1 KB
04_logistic-regression-part-iii.en.srt	11.5 KB
04_logistic-regression-part-iii.en.txt	7.3 KB
04_logistic-regression-part-iii.mp4	29.2 MB
04_logistic-regression-part-iii_03_02.pdf	163.1 KB
/.../03_poisson-regression/
01_count-data_instructions.html	1.6 KB
02_poisson-regression-part-i.en.srt	17.5 KB
02_poisson-regression-part-i.en.txt	11.0 KB
02_poisson-regression-part-i.mp4	46.7 MB
03_poisson-regression-part-ii.en.srt	16.7 KB
03_poisson-regression-part-ii.en.txt	10.6 KB
03_poisson-regression-part-ii.mp4	41.1 MB
/.../04_week-4-logistic-regression-and-poisson-regression/04_hodgepodge/
01_mishmash_instructions.html	1.1 KB
02_hodgepodge.en.srt	26.4 KB
02_hodgepodge.en.txt	16.6 KB
02_hodgepodge.mp4	70.2 MB
02_hodgepodge_03_04.pdf	193.9 KB
/.../05_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-4_instructions.html	1.3 KB
/.../06_share-your-feedback/
01_post-course-survey_instructions.html	1.3 KB
/.../01_module-1-introduction/
01_introductory-video.en.srt	11.2 KB
01_introductory-video.en.txt	7.1 KB
01_introductory-video.mp4	28.1 MB
01_introductory-video_index.pdf	1.2 MB
02_welcome-to-statistical-inference_instructions.html	2.1 KB
03_some-introductory-comments_courses.git	194.0 KB
03_some-introductory-comments_instructions.html	3.1 KB
04_pre-course-survey_instructions.html	1.2 KB
05_syllabus_JHSPH-StudentReferencing_handbook.pdf	196.0 KB
05_syllabus_instructions.html	10.2 KB
05_syllabus_lectures.zip	8.7 MB
05_syllabus_rmd.zip	44.7 KB
06_course-book-statistical-inference-for-data-science_instructions.html	385.2 KB
07_data-science-specialization-community-site_DataScienceSpecialization.github.io	207.5 KB
07_data-science-specialization-community-site_instructions.html	2.1 KB
08_homework-problems_hw1.html	15.3 KB
08_homework-problems_hw2.html	17.6 KB
08_homework-problems_hw3.html	16.3 KB
08_homework-problems_hw4.html	23.8 KB
08_homework-problems_instructions.html	2.5 KB
/.../02_module-2-probability/
01_probability_instructions.html	1.5 KB
02_02-01-introduction-to-probability.en.srt	10.2 KB
02_02-01-introduction-to-probability.en.txt	6.4 KB
02_02-01-introduction-to-probability.mp4	13.6 MB
02_02-01-introduction-to-probability_index.pdf	1.2 MB
03_02-02-probability-mass-functions.en.srt	11.7 KB
03_02-02-probability-mass-functions.en.txt	7.4 KB
03_02-02-probability-mass-functions.mp4	15.8 MB
03_02-02-probability-mass-functions_index.pdf	1.2 MB
04_02-03-probability-density-functions.en.srt	21.0 KB
04_02-03-probability-density-functions.en.txt	13.1 KB
04_02-03-probability-density-functions.mp4	25.5 MB
04_02-03-probability-density-functions_index.pdf	1.2 MB
/.../03_module-3-conditional-probability/
01_conditional-probability_instructions.html	1.3 KB
02_03-01-conditional-probability.en.srt	5.2 KB
02_03-01-conditional-probability.en.txt	3.3 KB
02_03-01-conditional-probability.mp4	11.7 MB
02_03-01-conditional-probability_index.pdf	989.9 KB
03_03-02-bayes-rule.en.srt	12.0 KB
03_03-02-bayes-rule.en.txt	7.5 KB
03_03-02-bayes-rule.mp4	22.6 MB
03_03-02-bayes-rule_index.pdf	989.9 KB
04_03-03-independence.en.srt	4.6 KB
04_03-03-independence.en.txt	2.9 KB
04_03-03-independence.mp4	9.5 MB
04_03-03-independence_index.pdf	989.9 KB
/.../04_module-4-expected-values/
01_expected-values_instructions.html	1.3 KB
02_04-01-expected-values.en.srt	8.5 KB
02_04-01-expected-values.en.txt	5.4 KB
02_04-01-expected-values.mp4	12.6 MB
02_04-01-expected-values_index.pdf	596.3 KB
03_04-02-expected-values-simple-examples.en.srt	3.2 KB
03_04-02-expected-values-simple-examples.en.txt	2.0 KB
03_04-02-expected-values-simple-examples.mp4	5.5 MB
03_04-02-expected-values-simple-examples_index.pdf	596.3 KB
04_04-03-expected-values-for-pdfs.en.srt	12.1 KB
04_04-03-expected-values-for-pdfs.en.txt	7.6 KB
04_04-03-expected-values-for-pdfs.mp4	16.4 MB
04_04-03-expected-values-for-pdfs_index.pdf	596.3 KB
/.../05_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-1_instructions.html	4.5 KB
02_swirl-lesson-1-introduction_instructions.html	1.2 KB
03_swirl-lesson-2-probability1_instructions.html	1.2 KB
04_swirl-lesson-3-probability2_instructions.html	1.2 KB
05_swirl-lesson-4-conditionalprobability_instructions.html	1.2 KB
06_swirl-lesson-5-expectations_instructions.html	1.2 KB
/.../06_week-1-quiz/
01_quiz-1_exam.html	7.6 KB
/.../01_module-5-variability/
01_variability_instructions.html	1.8 KB
02_05-01-introduction-to-variability.en.srt	7.1 KB
02_05-01-introduction-to-variability.en.txt	4.6 KB
02_05-01-introduction-to-variability.mp4	12.4 MB
02_05-01-introduction-to-variability_index.pdf	617.4 KB
03_05-02-variance-simulation-examples.en.srt	4.2 KB
03_05-02-variance-simulation-examples.en.txt	2.7 KB
03_05-02-variance-simulation-examples.mp4	3.7 MB
03_05-02-variance-simulation-examples_index.pdf	617.4 KB
04_05-03-standard-error-of-the-mean.en.srt	11.2 KB
04_05-03-standard-error-of-the-mean.en.txt	6.9 KB
04_05-03-standard-error-of-the-mean.mp4	21.7 MB
04_05-03-standard-error-of-the-mean_index.pdf	617.4 KB
05_05-04-variance-data-example.en.srt	5.5 KB
05_05-04-variance-data-example.en.txt	3.5 KB
05_05-04-variance-data-example.mp4	9.6 MB
05_05-04-variance-data-example_index.pdf	617.4 KB
/.../02_module-6-distributions/
01_distributions_instructions.html	1.1 KB
02_06-01-binomial-distrubtion.en.srt	4.5 KB
02_06-01-binomial-distrubtion.en.txt	2.9 KB
02_06-01-binomial-distrubtion.mp4	9.1 MB
02_06-01-binomial-distrubtion_index.pdf	841.3 KB
03_06-02-normal-distribution.en.srt	19.7 KB
03_06-02-normal-distribution.en.txt	12.2 KB
03_06-02-normal-distribution.mp4	36.4 MB
03_06-02-normal-distribution_index.pdf	841.3 KB
04_06-03-poisson.en.srt	8.9 KB
04_06-03-poisson.en.txt	5.5 KB
04_06-03-poisson.mp4	14.2 MB
04_06-03-poisson_index.pdf	841.3 KB
/.../03_module-7-asymptotics/
01_asymptotics_instructions.html	1.9 KB
02_07-01-asymptotics-and-lln.en.srt	6.7 KB
02_07-01-asymptotics-and-lln.en.txt	4.3 KB
02_07-01-asymptotics-and-lln.mp4	11.6 MB
02_07-01-asymptotics-and-lln_index.pdf	1.3 MB
03_07-02-asymptotics-and-the-clt.en.srt	12.4 KB
03_07-02-asymptotics-and-the-clt.en.txt	7.8 KB
03_07-02-asymptotics-and-the-clt.mp4	19.3 MB
03_07-02-asymptotics-and-the-clt_index.pdf	1.3 MB
04_07-03-asymptotics-and-confidence-intervals.en.srt	28.7 KB
04_07-03-asymptotics-and-confidence-intervals.en.txt	18.1 KB
04_07-03-asymptotics-and-confidence-intervals.mp4	49.5 MB
04_07-03-asymptotics-and-confidence-intervals_index.pdf	1.3 MB
/.../04_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-2_instructions.html	1.2 KB
02_swirl-lesson-1-variance_instructions.html	1.2 KB
03_swirl-lesson-2-commondistros_instructions.html	1.2 KB
04_swirl-lesson-3-asymptotics_instructions.html	1.2 KB
/.../05_week-2-quiz/
01_quiz-2_exam.html	7.4 KB
/.../01_module-8-confidence-intervals/
01_confidence-intervals_instructions.html	1.4 KB
02_08-01-t-confidence-intervals.en.srt	12.4 KB
02_08-01-t-confidence-intervals.en.txt	7.9 KB
02_08-01-t-confidence-intervals.mp4	15.9 MB
02_08-01-t-confidence-intervals_index.pdf	814.3 KB
03_08-02-t-confidence-intervals-example.en.srt	4.7 KB
03_08-02-t-confidence-intervals-example.en.txt	2.9 KB
03_08-02-t-confidence-intervals-example.mp4	6.5 MB
03_08-02-t-confidence-intervals-example_index.pdf	814.3 KB
04_08-03-independent-group-t-intervals.en.srt	19.3 KB
04_08-03-independent-group-t-intervals.en.txt	12.0 KB
04_08-03-independent-group-t-intervals.mp4	30.7 MB
04_08-03-independent-group-t-intervals_index.pdf	814.3 KB
05_08-04-a-note-on-unequal-variance.en.srt	4.4 KB
05_08-04-a-note-on-unequal-variance.en.txt	2.9 KB
05_08-04-a-note-on-unequal-variance.mp4	7.0 MB
05_08-04-a-note-on-unequal-variance_index.pdf	814.3 KB
/.../02_module-9-hypothesis-testing/
01_hypothesis-testing_instructions.html	1.1 KB
02_09-01-hypothesis-testing.en.srt	6.3 KB
02_09-01-hypothesis-testing.en.txt	4.0 KB
02_09-01-hypothesis-testing.mp4	10.6 MB
02_09-01-hypothesis-testing_index.pdf	213.8 KB
03_09-02-example-of-choosing-a-rejection-region.en.srt	6.6 KB
03_09-02-example-of-choosing-a-rejection-region.en.txt	4.2 KB
03_09-02-example-of-choosing-a-rejection-region.mp4	11.9 MB
03_09-02-example-of-choosing-a-rejection-region_index.pdf	213.8 KB
04_09-03-t-tests.en.srt	8.8 KB
04_09-03-t-tests.en.txt	5.6 KB
04_09-03-t-tests.mp4	10.5 MB
04_09-03-t-tests_index.pdf	213.8 KB
05_09-04-two-group-testing.en.srt	23.6 KB
05_09-04-two-group-testing.en.txt	15.1 KB
05_09-04-two-group-testing.mp4	27.8 MB
05_09-04-two-group-testing_index.pdf	213.8 KB
/.../03_module-10-p-values/
01_p-values_instructions.html	1.8 KB
02_10-01-pvalues.en.srt	10.3 KB
02_10-01-pvalues.en.txt	6.8 KB
02_10-01-pvalues.mp4	22.7 MB
02_10-01-pvalues_index.pdf	91.8 KB
03_10-02-pvalue-further-examples.en.srt	8.2 KB
03_10-02-pvalue-further-examples.en.txt	5.3 KB
03_10-02-pvalue-further-examples.mp4	15.8 MB
03_10-02-pvalue-further-examples_index.pdf	91.8 KB
/.../03_week-intervals-testing-pvalues/04_knitr/
01_knitr_instructions.html	1.2 KB
02_just-enough-knitr-to-do-the-project.en.srt	4.6 KB
02_just-enough-knitr-to-do-the-project.en.txt	2.7 KB
02_just-enough-knitr-to-do-the-project.mp4	9.8 MB
/.../05_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-3_instructions.html	1.3 KB
02_swirl-lesson-1-t-confidence-intervals_instructions.html	1.2 KB
03_swirl-lesson-2-hypothesis-testing_instructions.html	1.2 KB
04_swirl-lesson-3-p-values_instructions.html	1.2 KB
/.../06_week-3-quiz/
01_quiz-3_exam.html	9.1 KB
/.../01_module-11-power/
01_power_instructions.html	1.8 KB
02_11-01-power.en.srt	6.5 KB
02_11-01-power.en.txt	4.1 KB
02_11-01-power.mp4	13.4 MB
02_11-01-power_index.pdf	144.4 KB
03_11-02-calculating-power.en.srt	16.5 KB
03_11-02-calculating-power.en.txt	9.9 KB
03_11-02-calculating-power.mp4	24.7 MB
03_11-02-calculating-power_index.pdf	144.4 KB
04_11-03-notes-on-power.en.srt	6.4 KB
04_11-03-notes-on-power.en.txt	4.1 KB
04_11-03-notes-on-power.mp4	10.6 MB
04_11-03-notes-on-power_index.pdf	144.4 KB
05_11-04-t-test-power.en.srt	10.0 KB
05_11-04-t-test-power.en.txt	6.4 KB
05_11-04-t-test-power.mp4	17.7 MB
05_11-04-t-test-power_index.pdf	144.4 KB
/.../02_module-12-multiple-comparisons/
01_12-01-multiple-comparisons.en.srt	42.6 KB
01_12-01-multiple-comparisons.en.txt	26.3 KB
01_12-01-multiple-comparisons.mp4	36.9 MB
01_12-01-multiple-comparisons_index.pdf	647.0 KB
/.../03_module-13-resampling/
01_resampling_instructions.html	1.3 KB
02_13-01-bootstrapping.en.srt	9.8 KB
02_13-01-bootstrapping.en.txt	6.3 KB
02_13-01-bootstrapping.mp4	13.5 MB
02_13-01-bootstrapping_index.pdf	177.8 KB
03_13-02-bootstrapping-example.en.srt	4.5 KB
03_13-02-bootstrapping-example.en.txt	2.9 KB
03_13-02-bootstrapping-example.mp4	9.3 MB
03_13-02-bootstrapping-example_index.pdf	177.8 KB
04_13-03-notes-on-the-bootstrap.en.srt	13.3 KB
04_13-03-notes-on-the-bootstrap.en.txt	8.4 KB
04_13-03-notes-on-the-bootstrap.mp4	18.1 MB
04_13-03-notes-on-the-bootstrap_index.pdf	177.8 KB
05_13-04-permutation-tests.en.srt	11.8 KB
05_13-04-permutation-tests.en.txt	7.7 KB
05_13-04-permutation-tests.mp4	13.2 MB
05_13-04-permutation-tests_index.pdf	177.8 KB
/.../04_week-4-quiz/
01_quiz-4_exam.html	10.5 KB
/.../05_course-project/
01_statistical-inference-course-project_peer_assignment_instructions.html	6.7 KB
/.../06_practical-r-exercises-in-swirl/
01_practical-r-exercises-in-swirl-part-4_instructions.html	1.2 KB
02_swirl-lesson-1-power_instructions.html	1.2 KB
03_swirl-lesson-2-multiple-testing_instructions.html	1.2 KB
04_swirl-lesson-3-resampling_instructions.html	1.2 KB
/.../07_share-your-feedback/
01_post-course-survey_instructions.html	1.3 KB
Total files 729