Undergraduate Certificate in Structural Data Analysis
-- ViewingNowThe Undergraduate Certificate in Structural Data Analysis is a comprehensive course that equips learners with essential skills in data analysis, enabling them to excel in today's data-driven world. This certificate course emphasizes the importance of analyzing and interpreting large and complex datasets to inform critical business decisions.
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โข Introduction to Structural Data Analysis: Basics of data structures, data exploration, and data visualization.
โข Data Wrangling and Preprocessing: Data cleaning, transformation, and normalization.
โข Statistical Methods for Structural Data Analysis: Descriptive and inferential statistics, probability distributions, and hypothesis testing.
โข Regression Analysis: Linear and multiple regression models, residual analysis, and model validation.
โข Time Series Analysis: Time series components, decomposition, autocorrelation, and moving averages.
โข Multivariate Analysis: Principal component analysis, factor analysis, and cluster analysis.
โข Machine Learning Fundamentals: Supervised and unsupervised learning, decision trees, and ensemble methods.
โข Applied Data Analysis with Python/R: Hands-on experience with programming languages for data analysis.
โข Data Ethics and Privacy: Privacy concerns and ethical considerations in data analysis.
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