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[CourserHub.com] Coursera - Statistical Modeling for Data Science Applications Specialization

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文件列表

  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/02_explanation/01_defining-causality.mp4 79.6 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/02_introduction-to-statistical-modeling/03_frameworks-and-goals-of-statistical-modeling.mp4 63.3 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/01_the-conceptual-framework-of-experimental-design/01_the-conceptual-framework-of-experimental-design.mp4 59.7 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/02_variability-and-identifiability-in-regression-models/04_regression-modeling-in-r-a-second-pass.mp4 58.2 MB
  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/01_prediction/04_making-predictions-using-real-data-in-r.mp4 52.8 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/01_statistical-inference-introduction-and-t-tests/04_t-tests-in-r.mp4 52.6 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/01_least-squares/01_introduction-to-least-squares.mp4 47.8 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/01_statistical-inference-introduction-and-t-tests/02_the-sampling-distribution-of-the-least-squares-estimator.mp4 46.0 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/01_poisson-regression-basics/04_poisson-regression-on-real-data-in-r.mp4 44.7 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/01_least-squares/04_regression-modeling-in-r-a-first-pass.mp4 43.9 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/02_statistical-inference-the-f-tests-and-confidence-intervals/02_the-f-test.mp4 43.5 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/04_the-appropriateness-of-linear-regression.mp4 41.8 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/02_variability-and-identifiability-in-regression-models/02_the-coefficient-of-determination.mp4 41.4 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/04_type-ii-error-and-power-in-the-anova-context/01_type-ii-error-and-power-in-the-anova-context.mp4 40.6 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/02_the-completely-randomized-design/01_the-completely-randomized-design.mp4 40.5 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/04_interaction-terms-in-the-two-way-anova-model-definitions-and-visualizations/01_interaction-terms-in-the-two-way-anova-model-definitions-and-visualizations.mp4 40.2 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/02_introduction-to-anova-and-experimental-design/03_introduction-to-experimental-design.mp4 39.2 MB
  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/01_prediction/01_differentiating-prediction-and-explanation.mp4 38.6 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/01_beyond-the-full-f-test/01_beyond-the-full-f-test.mp4 37.6 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/05_further-issues-in-experimental-design/03_ethical-issues-in-experimental-design.mp4 37.6 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/01_least-squares/03_deriving-the-least-squares-solution.mp4 37.5 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/01_model-selection-i-testing-based-procedures/01_motivating-model-selection-methods.mp4 36.2 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/02_planned-comparisons-defining-contrasts/01_planned-comparisons-defining-contrasts.mp4 36.0 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/05_interactions-in-the-two-way-anova-model-formal-tests/01_interactions-in-the-two-way-anova-model-formal-tests.mp4 35.0 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/02_variability-and-identifiability-in-regression-models/01_sums-of-squares-and-estimating-the-error-variance.mp4 34.7 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/02_model-selection-ii-criterion-based-procedures/05_model-selection-in-r.mp4 33.7 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/03_planned-and-unplanned-comparisons/03_post-hoc-comparisons-in-r.mp4 33.2 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/02_generalized-additive-models-inference-and-data-analysis/04_generalized-additive-models-a-complete-example-with-real-data.mp4 32.6 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/01_statistical-inference-introduction-and-t-tests/01_motivating-statistical-inference-in-the-linear-regression-context.mp4 32.0 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/01_motivating-the-two-way-anova-model/01_motivating-the-two-way-anova-model.mp4 31.6 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/02_diagnostics-ii-constant-variance-and-normality/03_diagnostics-in-r.mp4 31.6 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/01_generalized-additive-models-basics/03_generalized-additive-models-in-r.mp4 31.1 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/08_the-ancova-model/01_the-ancova-model.mp4 31.1 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/02_introduction-to-statistical-modeling/04_the-assumption-of-concept-validity.mp4 30.8 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/02_poisson-regression-inference-and-goodness-of-fit/01_goodness-of-fit-for-poisson-regression-i.mp4 30.5 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/01_model-selection-i-testing-based-procedures/02_testing-based-procedures-and-their-shortfalls.mp4 30.1 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/06_two-way-anova-hypothesis-testing-no-interaction/01_two-way-anova-hypothesis-testing-no-interaction.mp4 29.8 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/02_statistical-inference-the-f-tests-and-confidence-intervals/01_motivating-the-f-test-multiple-statistical-comparisons.mp4 29.5 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/02_diagnostics-ii-constant-variance-and-normality/01_violations-of-the-constant-variance-assumption.mp4 28.8 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/02_diagnostics-ii-constant-variance-and-normality/02_violations-of-the-normality-assumption.mp4 28.6 MB
  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/01_prediction/05_when-prediction-goes-wrong.mp4 28.0 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/01_least-squares/05_justifying-least-squares-the-gauss-markov-theorem-and-maximum-likelihood.mp4 27.6 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/02_generalized-additive-models-inference-and-data-analysis/03_generalized-additive-models-in-r-inference-and-interpretation.mp4 27.5 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/03_planned-and-unplanned-comparisons/01_planned-comparisons-hypothesis-testing-with-contrasts.mp4 27.5 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/05_anova-sums-of-squares-and-the-f-test/01_anova-sums-of-squares-and-the-f-test.mp4 27.0 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/01_diagnostics-i-linearity-and-independence/01_linear-regression-diagnostic-methods.mp4 26.1 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/02_model-selection-ii-criterion-based-procedures/01_criterion-based-procedures-aic.mp4 26.1 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/01_diagnostics-i-linearity-and-independence/03_violations-of-the-independence-assumption.mp4 26.0 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/03_multicollinearity/03_the-problem-of-multicollinearity-solutions-and-r-implementation.mp4 25.9 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/01_nonparametric-regression-theory/03_kernel-estimators.mp4 25.6 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/03_multicollinearity/02_diagnosing-multicollinearity.mp4 25.0 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/02_variability-and-identifiability-in-regression-models/03_the-problem-of-non-identifiabiliity.mp4 25.0 MB
  • anova-and-experimental-design/02_hypothesis-testing-in-the-anova-context/03_planned-and-unplanned-comparisons/02_post-hoc-comparisons.mp4 24.9 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/02_poisson-regression-inference-and-goodness-of-fit/03_overdispersion.mp4 24.5 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/03_multicollinearity/01_the-problem-of-collinearity.mp4 23.9 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/02_matrix-representation-of-the-linear-regression-model.mp4 23.9 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/01_generalized-additive-models-basics/02_motivating-generalized-additive-models.mp4 23.9 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/02_statistical-inference-the-f-tests-and-confidence-intervals/03_the-f-test-in-r.mp4 23.8 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/01_statistical-inference-introduction-and-t-tests/03_t-tests-for-individual-regression-parameters.mp4 23.5 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/01_poisson-regression-basics/01_poisson-regression-a-new-model-for-count-data.mp4 23.4 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/04_the-factorial-design/01_the-factorial-design.mp4 23.3 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/02_generalized-additive-models-inference-and-data-analysis/01_inference-with-generalized-additive-models-effective-degrees-of-freedom.mp4 23.0 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/06_interpreting-the-linear-regression-model-ii.mp4 21.9 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/02_introduction-to-generalized-linear-models/05_the-exponential-family-of-distributions.mp4 21.8 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/01_nonparametric-regression-theory/04_smoothing-splines.mp4 21.8 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/03_binomial-regression/04_binomial-regression-in-r.mp4 21.4 MB
  • modern-regression-analysis-in-r/05_regression-diagnostics/01_diagnostics-i-linearity-and-independence/02_violations-of-the-linearity-assumption.mp4 20.1 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/02_the-two-way-anova-model/01_the-two-way-anova-model.mp4 20.1 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/01_nonparametric-regression-theory/05_loess-locally-estimated-scatterplot-smoothing.mp4 19.8 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/02_introduction-to-generalized-linear-models/03_from-linear-models-to-generalized-linear-models.mp4 19.4 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/07_one-way-anova-interpretation-in-the-regression-context/01_one-way-anova-interpretation-in-the-regression-context.mp4 19.4 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/03_the-randomized-complete-block-design-rcbd/02_the-randomized-complete-block-design-rcbd-hypothesis-testing.mp4 19.2 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/01_the-linear-regression-model.mp4 19.0 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/03_the-two-way-anova-model-as-a-regression-model/01_the-two-way-anova-model-as-a-regression-model.mp4 19.0 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/02_statistical-inference-the-f-tests-and-confidence-intervals/04_confidence-intervals-in-the-regression-contextconfidence-intervals-in-the.mp4 18.2 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/01_nonparametric-regression-theory/01_introduction-to-nonparametric-regression-models.mp4 18.1 MB
  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/01_prediction/03_interval-estimates-for-prediction.mp4 17.2 MB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/06_two-way-anova-hypothesis-testing-no-interaction/03_looking-ahead-two-way-anova-and-experimental-design.mp4 17.0 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/03_binomial-regression/01_introduction-to-binomial-regression.mp4 16.7 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/05_further-issues-in-experimental-design/01_further-issues-in-experimental-design.mp4 16.5 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/03_binomial-regression/02_binomial-regression-parameter-estimation.mp4 16.4 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/06_anova-and-ancova-as-regression-models/01_anova-and-ancova-as-regression-models.mp4 16.4 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/10_ancova-with-interactions-in-r/01_ancova-with-interactions-in-r.mp4 16.3 MB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/03_the-randomized-complete-block-design-rcbd/01_the-randomized-complete-block-design-rcbd.mp4 16.3 MB
  • modern-regression-analysis-in-r/04_prediction-and-explanation-in-linear-regression-analysis/01_prediction/02_point-estimates-for-prediction.mp4 15.7 MB
  • modern-regression-analysis-in-r/02_linear-regression-parameter-estimation/01_least-squares/02_linear-algebra-for-least-squares.mp4 15.0 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/03_assumptions-of-linear-regression.mp4 14.9 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/02_model-selection-ii-criterion-based-procedures/03_criterion-based-procedures-adjusted-r-squared.mp4 13.8 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/09_ancova-with-interactions/01_ancova-with-interactions.mp4 13.4 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/02_model-selection-ii-criterion-based-procedures/02_criterion-based-procedures-bic.mp4 12.7 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/02_introduction-to-generalized-linear-models/04_the-components-of-a-glm.mp4 12.4 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/02_nonparametric-regression-data-analysis/01_kernel-estimation-in-r.mp4 12.1 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/04_anova-variance-decomposition/01_anova-variance-decomposition.mp4 11.9 MB
  • generalized-linear-models-and-nonparametric-regression/01_an-introduction-to-generalized-linear-models-through-binomial-regression/03_binomial-regression/03_interpretation-of-binomial-regression.mp4 11.8 MB
  • modern-regression-analysis-in-r/06_model-selection-and-multicollinearity/02_model-selection-ii-criterion-based-procedures/04_the-mean-squared-prediction-error-as-a-model-selection-method.mp4 11.6 MB
  • modern-regression-analysis-in-r/01_introduction-to-statistical-models/03_the-linear-regression-model/05_interpreting-the-linear-regression-model-i.mp4 11.5 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/01_poisson-regression-basics/03_interpreting-the-poisson-regression-model.mp4 11.0 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/01_poisson-regression-basics/02_poisson-regression-parameter-estimation.mp4 10.4 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/03_the-one-way-anova-and-ancova-models/01_the-one-way-anova-and-ancova-models.mp4 10.0 MB
  • generalized-linear-models-and-nonparametric-regression/03_introduction-to-nonparametric-regression/01_nonparametric-regression-theory/02_motivating-kernel-estimators.mp4 9.0 MB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/02_generalized-additive-models-inference-and-data-analysis/02_inference-with-generalized-additive-models-tests.mp4 8.4 MB
  • generalized-linear-models-and-nonparametric-regression/02_models-for-count-data/02_poisson-regression-inference-and-goodness-of-fit/02_goodness-of-fit-for-poisson-regression-ii.mp4 7.1 MB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/10_ancova-with-interactions-in-r/02_ancova-with-interactions-in-r_exam.html 1.3 MB
  • modern-regression-analysis-in-r/03_inference-in-linear-regression/03_ethics-in-statistical-practice/01_ethics-in-statistical-practice-and-communication-five-recommendations_Ethics_in_statistical_practice_and_communication.pdf 1.3 MB
  • generalized-linear-models-and-nonparametric-regression/05_Resources/01_jupyter-notebooks-used-in-lectures/01__Generalized_additive_models_in_R.ipynb 1.0 MB
  • modern-regression-analysis-in-r/07_Resources/01_jupyter-notebooks-used-in-lectures/01__Regression_modeling_in_R_-_a_first_pass1.ipynb 899.9 kB
  • anova-and-experimental-design/01_introduction-to-anova-and-experimental-design/08_the-ancova-model/02_the-ancova-model_exam.html 772.5 kB
  • modern-regression-analysis-in-r/07_Resources/01_jupyter-notebooks-used-in-lectures/01__C1M5T6.ipynb 739.8 kB
  • anova-and-experimental-design/03_two-way-anova-and-interactions/04_interaction-terms-in-the-two-way-anova-model-definitions-and-visualizations/02_interaction-terms-in-the-two-way-anova-model-definitions-and-visualizations_exam.html 636.0 kB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/05_further-issues-in-experimental-design/04_resources-on-ethics_Experimental_evidence_of_massive-scale_emotional_contagion_through_social_networks.pdf 594.0 kB
  • generalized-linear-models-and-nonparametric-regression/05_Resources/01_jupyter-notebooks-used-in-lectures/01__Generalized_additive_models_-_A_complete_example_with_real_data.ipynb 459.6 kB
  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/01_generalized-additive-models-basics/01_required-generalized-additive-models-for-data-science_GAM_The_Predictive_Modeling_Silver_Bullet_-_Stitch_Fix_Technology__Multithreaded.pdf 437.5 kB
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  • generalized-linear-models-and-nonparametric-regression/04_introduction-to-generalized-additive-models/02_generalized-additive-models-inference-and-data-analysis/05_generalized-additive-models-inference-and-data-analysis_exam.html 394.2 kB
  • anova-and-experimental-design/04_experimental-design-basic-concepts-and-designs/05_further-issues-in-experimental-design/02_causation-and-experimental-design_23639_Chapter_5___Causation_and_Experimental_Design.pdf 388.2 kB
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