Certificate in Statistical Modeling for Data Science
-- ViewingNowThe Certificate in Statistical Modeling for Data Science is a comprehensive course designed to equip learners with essential skills in statistical modeling, a critical component of data science. This program is increasingly important in today's data-driven world, where businesses and organizations rely heavily on data to make informed decisions.
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โข Introduction to Statistical Modeling: Basic concepts, data exploration, data visualization
โข Descriptive Statistics: Measures of central tendency, dispersion, and association
โข Probability Theory: Conditional probability, Bayes' theorem, probability distributions
โข Inferential Statistics: Hypothesis testing, confidence intervals, p-values
โข Regression Analysis: Simple and multiple linear regression, logistic regression
โข Experimental Design: Randomized controlled trials, factorial designs
โข Time Series Analysis: Autoregressive, moving average, ARIMA models
โข Multivariate Analysis: Principal component analysis, factor analysis, cluster analysis
โข Machine Learning: Supervised and unsupervised learning, decision trees, ensemble methods
โข Data Modeling Tools: R, Python, SAS, SPSS, JMP
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