Programa de cursos integrados Statistics with R

Master Statistics with R. Statistical mastery of data analysis including inference, modeling, and Bayesian approaches.

Sobre esse Programa de cursos integrados

In this Specialization, you will learn to analyze and visualize data in R and create reproducible data analysis reports, demonstrate a conceptual understanding of the unified nature of statistical inference, perform frequentist and Bayesian statistical inference and modeling to understand natural phenomena and make data-based decisions, communicate statistical results correctly, effectively, and in context without relying on statistical jargon, critique data-based claims and evaluated data-based decisions, and wrangle and visualize data with R packages for data analysis. You will produce a portfolio of data analysis projects from the Specialization that demonstrates mastery of statistical data analysis from exploratory analysis to inference to modeling, suitable for applying for statistical analysis or data scientist positions.

Desenvolvido por:

5 courses

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Projetos

Projetado para ajudar a praticar e aplicar as habilidades que aprendeu.

Certificados

Dê destaque às suas novas habilidades em seu currículo ou no seu perfil do LinkedIn.

Cursos

Beginner Specialization.: No prior experience required.

CURSO 1
Introduction to Probability and Data
Compromisso
5 weeks of study, 5-7 hours/week
Legendas
English, Korean
Sobre o curso
This course introduces you to sampling and exploring data, as well as basic probability theory and Bayes' rule. You will examine various types of sampling methods, and discuss how such methods can impact the scope of inference. A variety of explorato
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CURSO 2
Inferential Statistics
Compromisso
5 weeks of study, 5-7 hours/week
Legendas
English
Sobre o curso
This course covers commonly used statistical inference methods for numerical and categorical data. You will learn how to set up and perform hypothesis tests, interpret p-values, and report the results of your analysis in a way that is interpreta
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CURSO 3
Linear Regression and Modeling
Compromisso
4 semanas de estudo, 5-7 horas/semana
Legendas
English
Sobre o curso
This course introduces simple and multiple linear regression models. These models allow you to assess the relationship between variables in a data set and a continuous response variable. Is there a relationship between the physical attractivene
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CURSO 4
Bayesian Statistics
Compromisso
5 weeks of study, 5-7 hours/week
Legendas
English
Sobre o curso
This course describes Bayesian statistics, in which one's inferences about parameters or hypotheses are updated as evidence accumulates. You will learn to use Bayes’ rule to transform prior probabilities into posterior probabilities, and be introduced
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CURSO 5
Statistics with R Capstone
Próxima sessão: Dec 3
Compromisso
5-10 hours/week
Legendas
English
Sobre o Trabalho de Conclusão
The capstone project will be an analysis using R that answers a specific scientific/business question provided by the course team. A large and complex dataset will be provided to learners and the analysis will require the application of a
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Desenvolvedores

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