À propos de ce Spécialisation

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Fundamental concepts in probability, statistics and linear models are primary building blocks for data science work. Learners aspiring to become biostatisticians and data scientists will benefit from the foundational knowledge being offered in this specialization. It will enable the learner to understand the behind-the-scenes mechanism of key modeling tools in data science, like least squares and linear regression. This specialization starts with Mathematical Statistics bootcamps, specifically concepts and methods used in biostatistics applications. These range from probability, distribution, and likelihood concepts to hypothesis testing and case-control sampling. This specialization also linear models for data science, starting from understanding least squares from a linear algebraic and mathematical perspective, to statistical linear models, including multivariate regression using the R programming language. These courses will give learners a firm foundation in the linear algebraic treatment of regression modeling, which will greatly augment applied data scientists' general understanding of regression models. This specialization requires a fair amount of mathematical sophistication. Basic calculus and linear algebra are required to engage in the content.
Résultats de carrière des étudiants
17 %
ont obtenu une augmentation de salaire ou une promotion.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
Cours en ligne à 100 %
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Planning flexible
Définissez et respectez des dates limites flexibles.
Niveau avancé
Approximately 5 months to complete
Suggested pace of 2 hours/week
Anglais
Résultats de carrière des étudiants
17 %
ont obtenu une augmentation de salaire ou une promotion.
Certificat partageable
Obtenez un Certificat lorsque vous terminez
Cours en ligne à 100 %
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Planning flexible
Définissez et respectez des dates limites flexibles.
Niveau avancé
Approximately 5 months to complete
Suggested pace of 2 hours/week
Anglais

Cette Spécialisation compte 4 cours

Cours1

Cours 1

Biostatistique mathématique Cours intensif 1

4.5
étoiles
352 évaluations
75 avis
Cours2

Cours 2

Biostatistique mathématique Cours intensif 2

4.4
étoiles
85 évaluations
17 avis
Cours3

Cours 3

Advanced Linear Models for Data Science 1: Least Squares

4.4
étoiles
147 évaluations
38 avis
Cours4

Cours 4

Advanced Linear Models for Data Science 2: Statistical Linear Models

4.6
étoiles
66 évaluations
12 avis

Offert par

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Université Johns-Hopkins

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