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种子名称： [CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
文件类型： 视频
文件数目： 167个文件
文件大小： 2.79 GB
收录时间： 2024-4-22 07:56
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[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization.torrent

data-products/01_course-overview/01_welcome/01_welcome-to-developing-data-products.mp45.45MB

data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/03_shiny-1-1.mp48.72MB

data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/04_shiny-1-2.mp49.22MB

data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/05_shiny-1-3.mp47.58MB

data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/06_shiny-1-4.mp410.02MB

data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/07_shiny-1-5.mp417.3MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/01_shiny-2-1.mp44.54MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/02_shiny-2-2.mp418.34MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/03_shiny-2-3.mp45.96MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/04_shiny-2-4.mp47.09MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/05_shiny-2-5.mp47.44MB

data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/06_shiny-2-6.mp410.73MB

data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/01_shiny-gadgets-1-1.mp48.39MB

data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/02_shiny-gadgets-1-2.mp46.92MB

data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/03_shiny-gadgets-1-3.mp412.21MB

data-products/02_shiny-googlevis-and-plotly/04_googlevis/01_googlevis-1-1.mp414.18MB

data-products/02_shiny-googlevis-and-plotly/04_googlevis/02_googlevis-1-2.mp416.96MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/01_plotly-1-1.mp44.95MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/02_plotly-1-2.mp43.46MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/03_plotly-1-3.mp413.96MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/04_plotly-1-4.mp411.93MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/05_plotly-1-5.mp45.42MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/06_plotly-1-6.mp48.5MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/07_plotly-1-7.mp42.13MB

data-products/02_shiny-googlevis-and-plotly/05_plotly/08_plotly-1-8.mp42.68MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/01_r-markdown-1-1.mp46.46MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/02_r-markdown-1-2.mp47.77MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/03_r-markdown-1-3.mp49MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/04_r-markdown-1-4.mp42.12MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/05_r-markdown-1-5.mp412.18MB

data-products/03_r-markdown-and-leaflet/01_r-markdown/06_r-markdown-1-6.mp414.67MB

data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1.mp47.3MB

data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1_Leaflet.rmd251.45KB

data-products/03_r-markdown-and-leaflet/03_leaflet/02_leaflet-1-2.mp415.95MB

data-products/03_r-markdown-and-leaflet/03_leaflet/03_leaflet-1-3.mp45.61MB

data-products/03_r-markdown-and-leaflet/03_leaflet/04_leaflet-1-4.mp49.5MB

data-products/03_r-markdown-and-leaflet/03_leaflet/05_leaflet-1-5.mp411.41MB

data-products/03_r-markdown-and-leaflet/03_leaflet/06_leaflet-1-6.mp422.84MB

data-products/04_r-packages/01_r-packages/02_r-packages-part-1.mp413.79MB

data-products/04_r-packages/01_r-packages/03_r-packages-part-2.mp419.05MB

data-products/04_r-packages/01_r-packages/04_building-r-packages-demo.mp468.53MB

data-products/04_r-packages/01_r-packages/05_r-classes-and-methods-part-1.mp426.92MB

data-products/04_r-packages/01_r-packages/06_r-classes-and-methods-part-2.mp415MB

data-products/05_swirl-and-course-project/01_swirl-courses/01_swirl-1-1.mp44.8MB

data-products/05_swirl-and-course-project/01_swirl-courses/02_swirl-1-2.mp414.15MB

data-products/05_swirl-and-course-project/01_swirl-courses/03_swirl-1-3.mp412.66MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/01_welcome-to-the-capstone-project.mp419.12MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/04_welcome-from-swiftkey.mp43.63MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/05_you-are-a-data-scientist-now.mp415.75MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/02_task-0-understanding-the-problem/01_introduction-to-task-0-understanding-the-problem.mp414.74MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/01_introduction-to-task-1-getting-and-cleaning-the-data.mp415.84MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/03_regular-expressions-part-1-optional.mp47.67MB

data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/04_regular-expressions-part-2-optional.mp411.71MB

data-science-project/02_exploratory-data-analysis-and-modeling/01_task-2-exploratory-data-analysis/01_introduction-to-task-2-exploratory-data-analysis.mp419.88MB

data-science-project/02_exploratory-data-analysis-and-modeling/02_task-3-modeling/01_introduction-to-task-3-modeling.mp413.35MB

data-science-project/03_prediction-model/01_task-4-prediction-model/01_introduction-to-task-4-prediction-model.mp413.84MB

data-science-project/04_creative-exploration/01_task-5-creative-exploration/01_introduction-to-task-5-creative-exploration.mp410.63MB

data-science-project/05_data-product/01_task-6-data-product/01_introduction-to-task-6-data-product.mp413.51MB

data-science-project/06_slide-deck/01_task-7-slide-deck/01_introduction-to-task-7-slide-deck.mp49.01MB

data-science-project/07_final-project-submission-and-evaluation/01_final-project-submission/01_congratulations.mp411.56MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/05_prediction-motivation.mp412.47MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/06_what-is-prediction.mp413.26MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/07_relative-importance-of-steps.mp414.49MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/08_in-and-out-of-sample-errors.mp49.98MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/09_prediction-study-design.mp412.9MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/10_types-of-errors.mp416.74MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/11_receiver-operating-characteristic.mp46.9MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/12_cross-validation.mp411.4MB

practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/13_what-data-should-you-use.mp49.61MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/01_caret-package.mp410.12MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/02_data-slicing.mp48.04MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/03_training-options.mp410.36MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/04_plotting-predictors.mp417.51MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/05_basic-preprocessing.mp415.72MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/06_covariate-creation.mp426.86MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/07_preprocessing-with-principal-components-analysis.mp420.04MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/08_predicting-with-regression.mp418.29MB

practical-machine-learning/02_week-2-the-caret-package/01_week-2/09_predicting-with-regression-multiple-covariates.mp417.13MB

practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/01_predicting-with-trees.mp418.64MB

practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/02_bagging.mp413.08MB

practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/03_random-forests.mp410.17MB

practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/04_boosting.mp410.61MB

practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/05_model-based-prediction.mp416.85MB

practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/01_regularized-regression.mp419.45MB

practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/02_combining-predictors.mp411.03MB

practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/03_forecasting.mp412.97MB

practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/04_unsupervised-prediction.mp46.11MB

regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/02_introduction-to-regression.mp413.8MB

regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/03_introduction-basic-least-squares.mp416.8MB

regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/05_technical-details-skip-if-you-d-like.mp45.76MB

regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/06_introductory-data-example.mp422.21MB

regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/02_notation-and-background.mp421.3MB

regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/03_linear-least-squares.mp417.62MB

regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/04_linear-least-squares-coding-example.mp424.41MB

regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/05_technical-details-skip-if-you-d-like.mp414.46MB

regression-models/01_week-1-least-squares-and-linear-regression/04_regression-to-the-mean/02_regression-to-the-mean.mp431.62MB

regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/02_statistical-linear-regression-models.mp47.29MB

regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/03_interpreting-coefficients.mp415.14MB

regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/04_linear-regression-for-prediction.mp422.59MB

regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/02_residuals.mp414.51MB

regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/03_residuals-coding-example.mp430.41MB

regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/04_residual-variance.mp419.88MB

regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/02_inference-in-regression.mp417.88MB

regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/03_coding-example.mp414.72MB

regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/04_prediction.mp421.42MB

regression-models/02_week-2-linear-regression-multivariable-regression/04_for-the-project/02_really-really-quick-intro-to-knitr.mp49.53MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/02_multivariable-regression-part-i.mp435.25MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/03_multivariable-regression-part-ii.mp426.26MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/04_multivariable-regression-continued.mp426.44MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/01_multivariable-regression-examples-part-i.mp462.73MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/02_multivariable-regression-examples-part-ii.mp461.33MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/03_multivariable-regression-examples-part-iii.mp410.53MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/04_multivariable-regression-examples-part-iv.mp414.72MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/03_adjustment/02_adjustment-examples.mp442.54MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/02_residuals-and-diagnostics-part-i.mp420.34MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/03_residuals-and-diagnostics-part-ii.mp430.62MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/04_residuals-and-diagnostics-part-iii.mp425.97MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/02_model-selection-part-i.mp424.76MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/03_model-selection-part-ii.mp462.79MB

regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/04_model-selection-part-iii.mp445.07MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/01_week-4-new-videos/02_glms.mp476.56MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/02_logistic-regression-part-i.mp444.64MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/03_logistic-regression-part-ii.mp45.5MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/04_logistic-regression-part-iii.mp427.82MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/02_poisson-regression-part-i.mp444.52MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/03_poisson-regression-part-ii.mp439.19MB

regression-models/04_week-4-logistic-regression-and-poisson-regression/04_hodgepodge/02_hodgepodge.mp466.96MB

statistical-inference/01_week-1-probability-expected-values/01_module-1-introduction/01_introductory-video.mp426.84MB

statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/02_02-01-introduction-to-probability.mp413MB

statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/03_02-02-probability-mass-functions.mp415.08MB

statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/04_02-03-probability-density-functions.mp424.31MB

statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/02_03-01-conditional-probability.mp411.15MB

statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/03_03-02-bayes-rule.mp421.57MB

statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/04_03-03-independence.mp49.07MB

statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/02_04-01-expected-values.mp412.06MB

statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/03_04-02-expected-values-simple-examples.mp45.27MB

statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/04_04-03-expected-values-for-pdfs.mp415.59MB

statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/02_05-01-introduction-to-variability.mp411.84MB

statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/03_05-02-variance-simulation-examples.mp43.56MB

statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/04_05-03-standard-error-of-the-mean.mp420.73MB

statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/05_05-04-variance-data-example.mp49.2MB

statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/02_06-01-binomial-distrubtion.mp48.66MB

statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/03_06-02-normal-distribution.mp434.72MB

statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/04_06-03-poisson.mp413.53MB

statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/02_07-01-asymptotics-and-lln.mp411.1MB

statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/03_07-02-asymptotics-and-the-clt.mp418.42MB

statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/04_07-03-asymptotics-and-confidence-intervals.mp447.19MB

statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/02_08-01-t-confidence-intervals.mp415.18MB

statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/03_08-02-t-confidence-intervals-example.mp46.19MB

statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/04_08-03-independent-group-t-intervals.mp429.27MB

statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/05_08-04-a-note-on-unequal-variance.mp46.64MB

statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/02_09-01-hypothesis-testing.mp410.15MB

statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/03_09-02-example-of-choosing-a-rejection-region.mp411.35MB

statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/04_09-03-t-tests.mp410.06MB

statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/05_09-04-two-group-testing.mp426.53MB

statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/02_10-01-pvalues.mp421.62MB

statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/03_10-02-pvalue-further-examples.mp415.09MB

statistical-inference/03_week-intervals-testing-pvalues/04_knitr/02_just-enough-knitr-to-do-the-project.mp49.35MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/02_11-01-power.mp412.75MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/03_11-02-calculating-power.mp423.59MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/04_11-03-notes-on-power.mp410.08MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/05_11-04-t-test-power.mp416.89MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/02_module-12-multiple-comparisons/01_12-01-multiple-comparisons.mp435.23MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/02_13-01-bootstrapping.mp412.83MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/03_13-02-bootstrapping-example.mp48.91MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/04_13-03-notes-on-the-bootstrap.mp417.24MB

statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/05_13-04-permutation-tests.mp412.6MB