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[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
magnet:?xt=urn:btih:d5a16d72af0f668cc454937f204464e3feaf6e7d&dn=[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
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d5a16d72af0f668cc454937f204464e3feaf6e7d
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167
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2.79 GB
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2024-4-22 07:56
创建日期
2024-5-4 06:10
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Data
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Statistics
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Machine
Learning
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data-products/01_course-overview/01_welcome/01_welcome-to-developing-data-products.mp4 5.45 MB
data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/03_shiny-1-1.mp4 8.72 MB
data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/04_shiny-1-2.mp4 9.22 MB
data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/05_shiny-1-3.mp4 7.58 MB
data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/06_shiny-1-4.mp4 10.02 MB
data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/07_shiny-1-5.mp4 17.3 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/01_shiny-2-1.mp4 4.54 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/02_shiny-2-2.mp4 18.34 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/03_shiny-2-3.mp4 5.96 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/04_shiny-2-4.mp4 7.09 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/05_shiny-2-5.mp4 7.44 MB
data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/06_shiny-2-6.mp4 10.73 MB
data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/01_shiny-gadgets-1-1.mp4 8.39 MB
data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/02_shiny-gadgets-1-2.mp4 6.92 MB
data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/03_shiny-gadgets-1-3.mp4 12.21 MB
data-products/02_shiny-googlevis-and-plotly/04_googlevis/01_googlevis-1-1.mp4 14.18 MB
data-products/02_shiny-googlevis-and-plotly/04_googlevis/02_googlevis-1-2.mp4 16.96 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/01_plotly-1-1.mp4 4.95 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/02_plotly-1-2.mp4 3.46 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/03_plotly-1-3.mp4 13.96 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/04_plotly-1-4.mp4 11.93 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/05_plotly-1-5.mp4 5.42 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/06_plotly-1-6.mp4 8.5 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/07_plotly-1-7.mp4 2.13 MB
data-products/02_shiny-googlevis-and-plotly/05_plotly/08_plotly-1-8.mp4 2.68 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/01_r-markdown-1-1.mp4 6.46 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/02_r-markdown-1-2.mp4 7.77 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/03_r-markdown-1-3.mp4 9 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/04_r-markdown-1-4.mp4 2.12 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/05_r-markdown-1-5.mp4 12.18 MB
data-products/03_r-markdown-and-leaflet/01_r-markdown/06_r-markdown-1-6.mp4 14.67 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1.mp4 7.3 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1_Leaflet.rmd 251.45 KB
data-products/03_r-markdown-and-leaflet/03_leaflet/02_leaflet-1-2.mp4 15.95 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/03_leaflet-1-3.mp4 5.61 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/04_leaflet-1-4.mp4 9.5 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/05_leaflet-1-5.mp4 11.41 MB
data-products/03_r-markdown-and-leaflet/03_leaflet/06_leaflet-1-6.mp4 22.84 MB
data-products/04_r-packages/01_r-packages/02_r-packages-part-1.mp4 13.79 MB
data-products/04_r-packages/01_r-packages/03_r-packages-part-2.mp4 19.05 MB
data-products/04_r-packages/01_r-packages/04_building-r-packages-demo.mp4 68.53 MB
data-products/04_r-packages/01_r-packages/05_r-classes-and-methods-part-1.mp4 26.92 MB
data-products/04_r-packages/01_r-packages/06_r-classes-and-methods-part-2.mp4 15 MB
data-products/05_swirl-and-course-project/01_swirl-courses/01_swirl-1-1.mp4 4.8 MB
data-products/05_swirl-and-course-project/01_swirl-courses/02_swirl-1-2.mp4 14.15 MB
data-products/05_swirl-and-course-project/01_swirl-courses/03_swirl-1-3.mp4 12.66 MB
data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/01_welcome-to-the-capstone-project.mp4 19.12 MB
data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/04_welcome-from-swiftkey.mp4 3.63 MB
data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/05_you-are-a-data-scientist-now.mp4 15.75 MB
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.mp4 14.74 MB
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.mp4 15.84 MB
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.mp4 7.67 MB
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.mp4 11.71 MB
data-science-project/02_exploratory-data-analysis-and-modeling/01_task-2-exploratory-data-analysis/01_introduction-to-task-2-exploratory-data-analysis.mp4 19.88 MB
data-science-project/02_exploratory-data-analysis-and-modeling/02_task-3-modeling/01_introduction-to-task-3-modeling.mp4 13.35 MB
data-science-project/03_prediction-model/01_task-4-prediction-model/01_introduction-to-task-4-prediction-model.mp4 13.84 MB
data-science-project/04_creative-exploration/01_task-5-creative-exploration/01_introduction-to-task-5-creative-exploration.mp4 10.63 MB
data-science-project/05_data-product/01_task-6-data-product/01_introduction-to-task-6-data-product.mp4 13.51 MB
data-science-project/06_slide-deck/01_task-7-slide-deck/01_introduction-to-task-7-slide-deck.mp4 9.01 MB
data-science-project/07_final-project-submission-and-evaluation/01_final-project-submission/01_congratulations.mp4 11.56 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/05_prediction-motivation.mp4 12.47 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/06_what-is-prediction.mp4 13.26 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/07_relative-importance-of-steps.mp4 14.49 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/08_in-and-out-of-sample-errors.mp4 9.98 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/09_prediction-study-design.mp4 12.9 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/10_types-of-errors.mp4 16.74 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/11_receiver-operating-characteristic.mp4 6.9 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/12_cross-validation.mp4 11.4 MB
practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/13_what-data-should-you-use.mp4 9.61 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/01_caret-package.mp4 10.12 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/02_data-slicing.mp4 8.04 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/03_training-options.mp4 10.36 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/04_plotting-predictors.mp4 17.51 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/05_basic-preprocessing.mp4 15.72 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/06_covariate-creation.mp4 26.86 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/07_preprocessing-with-principal-components-analysis.mp4 20.04 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/08_predicting-with-regression.mp4 18.29 MB
practical-machine-learning/02_week-2-the-caret-package/01_week-2/09_predicting-with-regression-multiple-covariates.mp4 17.13 MB
practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/01_predicting-with-trees.mp4 18.64 MB
practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/02_bagging.mp4 13.08 MB
practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/03_random-forests.mp4 10.17 MB
practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/04_boosting.mp4 10.61 MB
practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/05_model-based-prediction.mp4 16.85 MB
practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/01_regularized-regression.mp4 19.45 MB
practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/02_combining-predictors.mp4 11.03 MB
practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/03_forecasting.mp4 12.97 MB
practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/04_unsupervised-prediction.mp4 6.11 MB
regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/02_introduction-to-regression.mp4 13.8 MB
regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/03_introduction-basic-least-squares.mp4 16.8 MB
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.mp4 5.76 MB
regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/06_introductory-data-example.mp4 22.21 MB
regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/02_notation-and-background.mp4 21.3 MB
regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/03_linear-least-squares.mp4 17.62 MB
regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/04_linear-least-squares-coding-example.mp4 24.41 MB
regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/05_technical-details-skip-if-you-d-like.mp4 14.46 MB
regression-models/01_week-1-least-squares-and-linear-regression/04_regression-to-the-mean/02_regression-to-the-mean.mp4 31.62 MB
regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/02_statistical-linear-regression-models.mp4 7.29 MB
regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/03_interpreting-coefficients.mp4 15.14 MB
regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/04_linear-regression-for-prediction.mp4 22.59 MB
regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/02_residuals.mp4 14.51 MB
regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/03_residuals-coding-example.mp4 30.41 MB
regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/04_residual-variance.mp4 19.88 MB
regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/02_inference-in-regression.mp4 17.88 MB
regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/03_coding-example.mp4 14.72 MB
regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/04_prediction.mp4 21.42 MB
regression-models/02_week-2-linear-regression-multivariable-regression/04_for-the-project/02_really-really-quick-intro-to-knitr.mp4 9.53 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/02_multivariable-regression-part-i.mp4 35.25 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/03_multivariable-regression-part-ii.mp4 26.26 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/04_multivariable-regression-continued.mp4 26.44 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/01_multivariable-regression-examples-part-i.mp4 62.73 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/02_multivariable-regression-examples-part-ii.mp4 61.33 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/03_multivariable-regression-examples-part-iii.mp4 10.53 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/04_multivariable-regression-examples-part-iv.mp4 14.72 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/03_adjustment/02_adjustment-examples.mp4 42.54 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/02_residuals-and-diagnostics-part-i.mp4 20.34 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/03_residuals-and-diagnostics-part-ii.mp4 30.62 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/04_residuals-and-diagnostics-part-iii.mp4 25.97 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/02_model-selection-part-i.mp4 24.76 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/03_model-selection-part-ii.mp4 62.79 MB
regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/04_model-selection-part-iii.mp4 45.07 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/01_week-4-new-videos/02_glms.mp4 76.56 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/02_logistic-regression-part-i.mp4 44.64 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/03_logistic-regression-part-ii.mp4 5.5 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/04_logistic-regression-part-iii.mp4 27.82 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/02_poisson-regression-part-i.mp4 44.52 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/03_poisson-regression-part-ii.mp4 39.19 MB
regression-models/04_week-4-logistic-regression-and-poisson-regression/04_hodgepodge/02_hodgepodge.mp4 66.96 MB
statistical-inference/01_week-1-probability-expected-values/01_module-1-introduction/01_introductory-video.mp4 26.84 MB
statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/02_02-01-introduction-to-probability.mp4 13 MB
statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/03_02-02-probability-mass-functions.mp4 15.08 MB
statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/04_02-03-probability-density-functions.mp4 24.31 MB
statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/02_03-01-conditional-probability.mp4 11.15 MB
statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/03_03-02-bayes-rule.mp4 21.57 MB
statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/04_03-03-independence.mp4 9.07 MB
statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/02_04-01-expected-values.mp4 12.06 MB
statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/03_04-02-expected-values-simple-examples.mp4 5.27 MB
statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/04_04-03-expected-values-for-pdfs.mp4 15.59 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/02_05-01-introduction-to-variability.mp4 11.84 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/03_05-02-variance-simulation-examples.mp4 3.56 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/04_05-03-standard-error-of-the-mean.mp4 20.73 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/05_05-04-variance-data-example.mp4 9.2 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/02_06-01-binomial-distrubtion.mp4 8.66 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/03_06-02-normal-distribution.mp4 34.72 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/04_06-03-poisson.mp4 13.53 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/02_07-01-asymptotics-and-lln.mp4 11.1 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/03_07-02-asymptotics-and-the-clt.mp4 18.42 MB
statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/04_07-03-asymptotics-and-confidence-intervals.mp4 47.19 MB
statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/02_08-01-t-confidence-intervals.mp4 15.18 MB
statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/03_08-02-t-confidence-intervals-example.mp4 6.19 MB
statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/04_08-03-independent-group-t-intervals.mp4 29.27 MB
statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/05_08-04-a-note-on-unequal-variance.mp4 6.64 MB
statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/02_09-01-hypothesis-testing.mp4 10.15 MB
statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/03_09-02-example-of-choosing-a-rejection-region.mp4 11.35 MB
statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/04_09-03-t-tests.mp4 10.06 MB
statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/05_09-04-two-group-testing.mp4 26.53 MB
statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/02_10-01-pvalues.mp4 21.62 MB
statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/03_10-02-pvalue-further-examples.mp4 15.09 MB
statistical-inference/03_week-intervals-testing-pvalues/04_knitr/02_just-enough-knitr-to-do-the-project.mp4 9.35 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/02_11-01-power.mp4 12.75 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/03_11-02-calculating-power.mp4 23.59 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/04_11-03-notes-on-power.mp4 10.08 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/05_11-04-t-test-power.mp4 16.89 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/02_module-12-multiple-comparisons/01_12-01-multiple-comparisons.mp4 35.23 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/02_13-01-bootstrapping.mp4 12.83 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/03_13-02-bootstrapping-example.mp4 8.91 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/04_13-03-notes-on-the-bootstrap.mp4 17.24 MB
statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/05_13-04-permutation-tests.mp4 12.6 MB
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