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Pre-MBA Statistics · LearnSpace
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Pre-MBA Statistics

Курс от IIMA - IIM Ahmedabad
Начальный≈ 24.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Welcome to the Pre-MBA Statistics course! By the end of this course, you will be able to describe how statistics can be used to summarize, analyze, and interpret data. This course introduces you to some aspects of descriptive and inferential statistics. You will learn to distinguish between various data types and describe the operations that you can execute with each type of data and the right tools to use. The course also discusses the concepts of probability, which form the backbone of statistical analysis. In particular, the course explores how data behaves and provides insight into its analysis. Further, it discusses how data can be sampled and the pros and cons of these methods. The course also delves deeper into the behavior of large data sets based on well-established statistical results. This also enables you to identify the pitfalls of incorrectly using statistical laws. Lastly, you will learn how to estimate population parameters based on limited data and check the correctness of hypotheses about populations from limited data. This course is open to students from all disciplines holding a bachelor’s degree. A rudimentary knowledge of Mathematics would help grasp the concepts better.

Навыки, которые вы освоите

ProbabilityProbability DistributionData LiteracyStatistical InferenceEstimationData PresentationSampling (Statistics)Data AnalysisStatistical MethodsData CollectionStatistical ModelingStatisticsStatistical AnalysisData VisualizationStatistical Hypothesis TestingSample Size DeterminationData ScienceDescriptive StatisticsStatistical VisualizationProbability & Statistics

Программа курса

6 модулей · 105 учебных материалов

01Types of Data26 материалов

Course Introduction

Course IntroductionВидеоMeet Your Instructor (Prof. Sriram)ВидеоMeet Your Instructor (Prof. Diptesh)ВидеоCourse OverviewЧтение

Data Types and Visualization

Учитесь у экспертов

Sriram Sankaranarayanan

Assistant Professor

Diptesh Ghosh

Professor

Pre-MBA Statistics
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Обучение на Coursera

≈ 24.8 ч

6 модулей

Язык: Английский

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

Часть программы вашего университета
Week 1: IntroductionВидео
Introduction to Numerical DataВидео
MeanВидео
MedianВидео
Understanding Averages vs. Medians: What Makes a Better Summary?DIALOGUE
Measures of VariabilityВидео
PercentileВидео
Categorical: Cardinal DataВидео
Categorical: Ordinal DataВидео
Practice AssignmentЗадание
Nominal DataВидео
Visualizing Numerical DataВидео
Visualizing Categorical DataВидео
Week 1: SummaryВидео
Recommended Reading: Types of DataЧтение
Essential Reading: Statistical Data Types: All You Need to KnowЧтение
Recommended Reading: Types of Data & Measurement Scales: Nominal, Ordinal, Interval and RatioЧтение
Data Types and VisualizationЗадание
Types of DataDIALOGUE
Types of DataОбсуждение
Graded Quiz: Types of Data Задание
Recommended Reading: Engaging Thoughtfully with Different PerspectivesЧтение
02Probability23 материалов

Basics of Probability

Week 2: IntroductionВидеоRandom ExperimentsВидеоEventsВидеоRelations Between EventsВидеоThe AxiomsВидеоProbabilities of Unions of EventsВидеоProbabilities of Events in a PartitionВидеоProblemВидеоConditional ProbabilityВидеоIndependenceВидеоProblemВидеоEssential Reading: An Introduction to Probability & StatisticsЧтениеRecommended Reading: A Blog on Probability and StatisticsЧтениеBasics of ProbabilityЗаданиеConditional Probability in Real Life Обсуждение

Random Variables

Introduction to Random VariablesВидеоProbability Mass and Density FunctionsВидеоUniform and Normal Random VariablesВидеоProblemВидеоWeek 2: SummaryВидеоRecommended Reading: Random VariablesЧтениеRandom Variables
03Sampling19 материалов

Types of Sampling

Week 3: IntroductionВидеоIntroduction to SamplingВидеоSimple Random SamplingВидеоStratified and Convenience SamplingВидеоVoluntary and Snowball SamplingВидеоEssential Reading: Types of Sampling Methods (With Examples)ЧтениеRecommended Reading: SamplingЧтениеRecommended Reading: 8 Types of Sampling TechniquesЧтениеRecommended Reading: Sampling Methods ReviewЧтениеTypes of SamplingЗадание

Probability Laws

ProblemВидеоExpectationsВидеоLaw of Large NumbersВидеоIndependent and Identically Distributed Random VariablesВидеоCentral Limit TheoremВидеоWeek 3: SummaryВидеоProbability Laws
04Point and Interval Estimation17 материалов

Point Estimation

Week 4: IntroductionВидеоIntroduction to Some Key TerminologyВидеоDistribution of EstimatorsВидеоProperties of EstimatorsВидеоExamples of Calculations for Point EstimationВидеоEssential Reading: What is a Point Estimate in Statistics?ЧтениеPoint EstimationЗадание

Interval Estimation

What Is Interval Estimation?ВидеоHow Confident Are We About the Intervals We Create?ВидеоHow Do We Find the Width of a Confidence Interval?ВидеоExamples of Calculations for Interval EstimationВидеоWeek 4: SummaryВидеоRecommended Reading: Sampling, Sampling Distributions, and Interval EstimationЧтение
05Hypothesis Testing18 материалов

Introduction to Hypothesis Testing

Week 5: IntroductionВидеоTesting HypothesesВидеоNull and Alternate HypothesesВидеоThe Logic Behind Hypothesis TestingВидеоErrors in Testing and Their ConsequencesВидеоChoosing Null and Alternate Hypotheses ВидеоIntroduction to Hypothesis TestingЗадание

Performing Hypothesis Tests

One Sample Test for Means When the Population Standard Deviation Is KnownВидеоOne Sample Test for Means When the Population Standard Deviation Is UnknownВидеоOne Sample Test for ProportionsВидеоTwo Sample TestsВидеоWeek 5: SummaryВидеоRecommended Reading: Testing HypothesesЧтение
06Peer Review Assignment2 материалов

Peer Review Assignment

Analyzing Student PerformanceВзаимная проверка

Course Wrap up Video

Course Wrap up VideoВидео
Задание
Graded Quiz: ProbabilityЗадание
Задание
Graded Quiz: SamplingЗадание
Sampling Techniques and Systematic ErrorsОбсуждение
Recommended Reading: Interval EstimationЧтение
Interval EstimationЗадание
Stratified Sampling vs. Simple Random SamplingОбсуждение
Graded Quiz: Point and Interval EstimationЗадание
Essential Reading: Introduction to Hypothesis TestingЧтение
Recommended Reading: Hypothesis TestingЧтение
Performing Hypothesis TestsЗадание
Hypotheses Testing and the Related ErrorsОбсуждение
Graded Quiz: Hypothesis TestingЗадание