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[ FreeCourseWeb.com ] Coursera - Statistics with Python Specialization

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[ FreeCourseWeb.com ] Coursera - Statistics with Python Specialization

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文件列表

  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/02_what-is-statistics/02_interview-perspectives-on-statistics-in-real-life.mp4 170.0 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/03_p-values/01_interview-p-values-p-hacking-and-more.mp4 161.9 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/01_continuous-dependent-variables/04_interview-causation-vs-correlation.mp4 138.0 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__1.5_study_design.pdf 97.7 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/02_inference-procedures/04_this-or-that-language-and-notation.mp4 86.0 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/03_inference-in-practice/06_complex-samples.mp4 70.2 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/02_probability-samples-sampling-distributions/03_demo-interactive-sampling-distribution.mp4 64.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/02_inference-procedures/02_bag-a-or-bag-b.mp4 63.8 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/03_week-2-python/01_nhanes-case-study-tutorial-linear-and-logistic-regression.mp4 60.3 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/01_populations-vs-samples/04_probability-sampling-part-ii.mp4 58.3 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/02_using-python-for-analysis-of-univariate-data/02_tables-histograms-boxplots-in-python.mp4 57.9 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/02_probability-samples-sampling-distributions/01_sampling-variance-sampling-distributions-part-i.mp4 57.6 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/01_populations-vs-samples/02_sampling-from-well-defined-populations.mp4 56.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/01_what-can-you-do-with-univariate-data/04_standard-score-empirical-rule.mp4 55.3 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/03_inference-in-practice/05_inference-for-non-probability-samples.mp4 49.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/02_what-is-statistics/01_what-is-statistics.mp4 46.7 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/02_special-topics-python/01_bayesian-in-python.mp4 42.8 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/01_one-proportion/02_understanding-confidence-intervals.mp4 42.6 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/03_one-mean/01_estimating-a-population-mean-with-confidence.mp4 42.3 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/09_hypothesis-testing-in-python/01_introduction-to-hypothesis-testing-in-python.mp4 42.0 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/04_using-python/01_sampling-from-a-biased-population.mp4 41.6 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/01_special-topics/06_bayesian-approaches-case-study-part-iii.mp4 41.1 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/09_hypothesis-testing-in-python/02_walk-through-hypothesis-testing-with-nhanes.mp4 40.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/02_using-python-for-analysis-of-univariate-data/01_important-python-libraries.mp4 39.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/03_using-python-for-analysis-of-multivariate-data/01_multivariate-data-selection.mp4 39.4 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/07_confidence-intervals-in-python/02_confidence-intervals-for-differences-between-population-parameters.mp4 38.1 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/01_multilevel-models/03_multilevel-linear-regression-models.mp4 37.4 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/02_marginal-models/02_marginal-linear-regression-models.mp4 36.3 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/05_comparing-means-for-two-independent-samples-an-example.mp4 35.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/04_using-python/03_the-empirical-rule-of-distribution.mp4 35.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/03_what-is-data/03_where-do-data-come-from.mp4 35.0 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/01_populations-vs-samples/05_non-probability-sampling-part-i.mp4 34.9 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/04_one-mean/01_one-mean-testing-about-a-population-mean-with-confidence.mp4 34.8 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/01_special-topics/03_bayesian-approaches-to-statistics-and-modeling.mp4 34.5 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/02_marginal-models/01_what-are-marginal-models-and-why-do-we-fit-them.mp4 34.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/03_inference-in-practice/01_making-population-inference-based-on-only-one-sample.mp4 34.0 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/03_week-3-python/01_nhanes-case-study-tutorial-marginal-and-multilevel-regression.mp4 33.9 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/02_the-importance-of-good-research-questions-for-sound-inference.mp4 33.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/04_using-python-to-read-data-files-and-explore-their-contents/03_introduction-to-libraries-and-data-management.mp4 33.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/01_populations-vs-samples/06_non-probability-sampling-part-ii.mp4 33.4 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/01_special-topics/05_bayesian-approaches-case-study-part-ii.mp4 32.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/04_using-python-to-read-data-files-and-explore-their-contents/01_introduction-to-jupyter-notebooks.mp4 31.2 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__1.2_cool_stuff_in_data.pdf 30.9 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/03_descriptive-inference-examples-for-single-variables-using-confidence-intervals.mp4 30.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/01_populations-vs-samples/03_probability-sampling-part-i.mp4 30.7 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/01_continuous-dependent-variables/02_linear-regression-inference.mp4 30.1 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/02_probability-samples-sampling-distributions/02_sampling-variance-sampling-distributions-part-ii.mp4 30.1 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/04_using-python/02_randomness-and-reproducibility.mp4 30.0 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/02_considerations-for-statistical-modeling/01_what-do-we-mean-by-fitting-models-to-data.mp4 29.1 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/03_what-is-data/01_cool-stuff-in-data.mp4 28.9 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/01_special-topics/04_bayesian-approaches-case-study-part-i.mp4 28.8 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/03_what-is-data/05_study-design.mp4 28.6 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/02_binary-dependent-variables/01_logistic-regression-introduction.mp4 28.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/04_descriptive-inference-examples-for-single-variables-using-hypothesis-testing.mp4 27.9 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/02_considerations-for-statistical-modeling/02_types-of-variables-in-statistical-modeling.mp4 27.8 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/01_multilevel-models/01_what-are-multilevel-models-and-why-do-we-fit-them.mp4 27.3 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/01_multilevel-models/05_multilevel-logistic-regression-models.mp4 26.1 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/07_comparing-proportions-for-two-independent-samples-an-example.mp4 24.8 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/02_inference-procedures/03_introduction-to-bayesian.mp4 24.1 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/02_two-proportions/01_estimating-a-difference-in-population-proportions-with-confidence.mp4 23.8 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/07_confidence-intervals-in-python/01_introduction-to-confidence-intervals-in-python.mp4 23.7 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/04_week-4-learner-application/01_learner-application/06_comparing-means-for-two-paired-samples-an-example.mp4 23.0 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/05_difference-in-means-for-independent-groups/01_estimating-a-difference-in-population-means-with-confidence-for-independent.mp4 22.8 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/01_multilevel-models/06_practice-with-multilevel-modeling-the-cal-poly-app.mp4 22.5 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/01_what-can-you-do-with-univariate-data/02_quantitative-data-histograms.mp4 22.5 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/04_week-4-special-topics/01_special-topics/02_should-we-use-survey-weights-when-fitting-models.mp4 22.3 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/02_considerations-for-statistical-modeling/03_different-study-designs-generate-different-types-of-data-implications-for.mp4 21.9 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/01_introduction/02_understanding-and-visualizing-data-guidelines.mp4 20.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/03_using-python-for-analysis-of-multivariate-data/02_multivariate-distributions.mp4 20.7 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/03_week-3-fitting-models-to-dependent-data/02_marginal-models/03_marginal-logistic-regression.mp4 20.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/05_difference-in-means-for-paired-data/01_testing-a-population-mean-difference.mp4 20.3 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/04_using-python-to-read-data-files-and-explore-their-contents/02_data-types-in-python.mp4 20.2 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/04_week-4-populations-and-samples/02_probability-samples-sampling-distributions/04_beyond-means-sampling-distributions-of-other-common-statistics.mp4 20.1 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/06_difference-in-means-for-independent-groups/01_testing-for-a-difference-in-population-means-for-independent-groups.mp4 19.6 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/02_two-proportions/02_interpretations-assumptions-for-two-population-proportion-intervals.mp4 19.4 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/01_one-proportion/05_conservative-approach-sample-size-consideration.mp4 19.2 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/02_two-proportions/02_testing-a-difference-in-population-proportions.mp4 18.8 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/03_using-python-in-this-course/03_functions-and-lambda-functions-reading-help-files.mp4 18.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__1.1_what_is_statistics.pdf 18.4 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/02_considerations-for-statistical-modeling/04_objectives-of-model-fitting-inference-vs-prediction.mp4 18.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__4.4_non-probability_sampling_part_1.pdf 18.0 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/02_two-proportions/01_setting-up-a-test-of-difference-in-population-proportions.mp4 17.4 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/01_introduction-to-this-course/01_welcome-to-the-course.mp4 17.2 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/01_about-this-course/01_welcome-to-the-course.mp4 17.0 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/01_continuous-dependent-variables/01_linear-regression-introduction.mp4 17.0 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/04_difference-in-means-for-paired-data/01_estimating-a-mean-difference-for-paired-data.mp4 16.9 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/01_what-can-you-do-with-multivariate-data/01_looking-at-associations-with-multivariate-categorical-data.mp4 16.7 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/01_one-proportion/04_assumptions-for-a-single-population-proportion-confidence-interval.mp4 16.5 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/01_introduction/01_welcome-to-the-course.mp4 16.0 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/01_about-this-course/02_fitting-statistical-models-to-data-with-python-guidelines.mp4 15.9 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/01_what-can-you-do-with-univariate-data/03_quantitative-data-numerical-summaries.mp4 15.6 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/02_try-it-out-what-can-you-do-with-data/04_introduction-to-pizza-assignment.mp4 15.6 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/01_one-proportion/02_testing-a-one-population-proportion.mp4 15.6 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/08_writing-assignment/01_chocolate-cycling-assignment.mp4 15.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/03_using-python-in-this-course/02_intermediate-python-concepts-lists-vs-numpy-arrays.mp4 15.3 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/01_one-proportion/03_demo-seeing-theory.mp4 14.9 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/01_what-can-you-do-with-multivariate-data/02_looking-at-associations-with-multivariate-quantitative-data.mp4 14.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/02_week-2-univariate-data/01_what-can-you-do-with-univariate-data/05_quantitative-data-boxplots.mp4 14.6 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__1.3_where_do_data_come_from.pdf 14.1 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/01_week-1-introduction-to-data/03_what-is-data/04_variable-types.mp4 13.4 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/01_introduction-to-this-course/02_inferential-statistical-analysis-with-python-guidelines.mp4 12.6 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/02_considerations-for-statistical-modeling/06_plotting-predictions-and-prediction-uncertainty.mp4 12.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/02_week-2-confidence-intervals/01_one-proportion/01_estimating-a-population-proportion-with-confidence.mp4 12.1 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/02_week-2-fitting-models-to-independent-data/02_binary-dependent-variables/02_logistic-regression-inference.mp4 12.0 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__3.1_looking_at_associations_with_multivariate_categorical_data.pdf 11.5 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/01_week-1-overview-inference-procedures/03_using-python-in-this-course/01_the-python-statistics-landscape.mp4 11.4 MB
  • ~Get Your Files Here !/03 Fitting Statistical Models to Data with Python/01_week-1-overview-considerations-for-statistical-modeling/03_preparation-for-modeling-in-python/02_python-statistics-landscape.mp4 11.4 MB
  • ~Get Your Files Here !/02 Inferential Statistical Analysis with Python/03_week-3-hypothesis-testing/01_one-proportion/01_setting-up-a-test-for-a-population-proportion.mp4 10.4 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/03_week-3-multivariate-data/03_using-python-for-analysis-of-multivariate-data/03_unit-testing.mp4 10.2 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__4.3_probability_sampling_part_2.pdf 9.7 MB
  • ~Get Your Files Here !/01 Understanding and Visualizing Data with Python/05_Resources/03_lecture-slides-for-download/01__4.6_sampling_variance__sampling_distributions_part_1.pdf 9.5 MB
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