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What are the Chances? Probability and Uncertainty in Statistics · LearnSpace
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What are the Chances? Probability and Uncertainty in Statistics

Курс от Johns Hopkins University
Средний≈ 10.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course focuses on how analysts can measure and describe the confidence they have in their findings. The course begins with an overview of the key probability rules and concepts that govern the calculation of uncertainty measures. We’ll then apply these ideas to variables (which are the building blocks of statistics) and their associated probability distributions. The second half of the course will delve into the computation and interpretation of uncertainty. We’ll discuss how to conduct a hypothesis test using both test statistics and confidence intervals. Finally, we’ll consider the role of hypothesis testing in a regression context, including what we can and cannot learn from the statistical significance of a coefficient. By the end of the course, you should be able to discuss statistical findings in probabilistic terms and interpret the uncertainty of a particular estimate.

Навыки, которые вы освоите

Probability DistributionProbabilityStatistical Hypothesis TestingStatistical InferenceProbability & StatisticsCombinatoricsStatistical AnalysisSampling (Statistics)Statistical MethodsRegression AnalysisDescriptive Statistics

Программа курса

4 модулей · 44 учебных материалов

01Probability Theory13 материалов

Welcome!

Welcome VideoВидео

Probability Definitions and Axioms

Probability Definitions and AxiomsВидеоAxiomatic Probability: Definition, Kolmogorov’s Three AxiomsЧтениеMonty Hall SimulationЧтение

Учитесь у экспертов

Jennifer Bachner, PhD

Director

What are the Chances? Probability and Uncertainty in Statistics
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Обучение на Coursera

≈ 10.3 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Дари, Хинди, Японский, Казахский, Малайский, Польский

Часть программы вашего университета
Probability Definitions and Axioms Practice ProblemsЗадание

Permutations and Combinations

Permutations and CombinationsВидеоCombinations and PermutationsЧтениеPermutations and Combinations Practice ProblemsЗадание

Conditional Probability and Independence

Conditional Probability and IndependenceВидеоProbability: Joint, Marginal and Conditional ProbabilitiesЧтениеDependent Events and Independent EventsЧтениеConditional Probability Practice ProblemsЗадание

Final Assessment on Probability Theory

Final Assessment on Probability TheoryЗадание
02Random Variables and Distributions12 материалов

Random Variables and Probability Distributions

Random Variables and Probability DistributionsВидеоRandom VariablesЧтениеDiscrete Random Variables and Continuous VariablesЧтениеRandom Variables and Probability Distributions Practice ProblemsЗадание

The Normal Distribution

The Normal DistributionВидеоThe Normal DistributionЧтениеThe Normal Distribution Practice ProblemsЗадание

Large Sample Theorems

Large Sample TheoremsВидеоCentral Limit Theorem: Definition and Examples in Easy StepsЧтениеThe Law of Large Numbers vs. The Central Limit TheoremЧтениеLarge Sample Theorems Practice ProblemsЗадание

Final Assessment on Random Variables and Distributions

Final Assessment on Random Variables and DistributionsЗадание
03Confidence Intervals and Hypothesis Testing11 материалов

Bias, Consistency and the Standard Error

Bias, Consistency and the Standard ErrorВидеоBias vs. ConsistencyЧтениеBias, Consistency and the Standard Error Practice ProblemsЗадание

Confidence Intervals

Confidence IntervalsВидеоWhat are confidence intervals in statistics?ЧтениеConfidence Intervals Practice ProblemsЗадание

Hypothesis Testing

Hypothesis Testing: OverviewВидеоHypothesis Testing: ImplementationВидеоWhat is hypothesis testing?ЧтениеHypothesis Testing Practice ProblemsЗадание

Final Assessment of Confidence Intervals and Hypothesis Testing

Final Assessment on Confidence Intervals and Hypothesis TestingЗадание
04Quantifying Uncertainty in Regression Analysis and Polling8 материалов

Testing Regression Coefficients

Testing Regression CoefficientsВидеоTesting Regression Coefficients Practice ProblemsЗадание

Pitfalls of Hypothesis Testing

Pitfalls of Hypothesis TestingВидеоPitfalls of Hypothesis Testing Practice ProblemsЗадание

The Margin of Error in Polls

The Margin of Error in PollsВидеоMargin of Error: Definition, How to Calculate in Easy StepsЧтениеMargin of Error Practice ProblemsЗадание

Final Assessment on Quantifying Uncertainty in Regression Analysis and Polling

Peer Review Assignment on Quantifying UncertaintyВзаимная проверка