Certificate in Applied Statistics: Mastery
-- ViewingNowThe Certificate in Applied Statistics: Mastery is a comprehensive course designed to equip learners with the essential skills required in the data-driven industry. This program focuses on the practical application of statistical methods and tools, enabling learners to analyze and interpret complex data sets effectively.
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โข Descriptive Statistics: Measures of central tendency, measures of dispersion, measures of shape, and graphical summaries.
โข Probability Theory: Definitions and basic rules, conditional probability, and common distributions.
โข Inferential Statistics: Confidence intervals, hypothesis testing, and regression analysis.
โข Design of Experiments: Factorial designs, randomized block designs, and incomplete block designs.
โข Applied Regression Analysis: Simple and multiple linear regression, model selection, and diagnostics.
โข Analysis of Variance (ANOVA): One-way and two-way ANOVA, randomized block ANOVA, and factorial ANOVA.
โข Nonparametric Statistics: Rank-based tests, distribution-free methods, and nonparametric regression.
โข Multivariate Analysis: Principal component analysis, factor analysis, and cluster analysis.
โข Time Series Analysis: Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models.
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