Professional Certificate in Statistical Modeling for Data Analysts
-- ViewingNowThe Professional Certificate in Statistical Modeling for Data Analysts is a comprehensive course designed to equip learners with essential skills in statistical modeling. This certificate course is critical for data analysts seeking to advance their careers, as it provides in-depth knowledge of statistical methods and tools used to analyze and interpret complex datasets.
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โข Introduction to Statistical Modeling: Basic concepts, principles and techniques in statistical modeling
โข Data Preprocessing: Data cleaning, transformation, and feature engineering
โข Descriptive Statistics: Measures of central tendency, dispersion, and association
โข Probability Theory: Probability distributions, probability density functions, and cumulative distribution functions
โข Hypothesis Testing: Hypothesis testing framework, t-tests, and ANOVA
โข Regression Analysis: Linear regression, logistic regression, and regularization methods
โข Experimental Design: Factorial designs, randomized block designs, and incomplete block designs
โข Time Series Analysis: ARIMA models, exponential smoothing, and state-space models
โข Multivariate Analysis: Principal component analysis, factor analysis, and discriminant analysis
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