Global Certificate in Practical Multivariate Analysis
-- ViewingNowThe Global Certificate in Practical Multivariate Analysis is a comprehensive course that equips learners with the essential skills needed to excel in data analysis. This course emphasizes the importance of multivariate analysis, a critical technique used to analyze multiple variables simultaneously, in making informed business decisions.
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โข Introduction to Multivariate Analysis: Defining multivariate analysis, understanding the importance of multiple variables, and the basics of multivariate techniques.
โข Data Preparation for Multivariate Analysis: Data collection, cleaning, transformation, and normalization techniques.
โข Descriptive Multivariate Analysis: Principal Component Analysis (PCA), Factor Analysis, and Multidimensional Scaling.
โข Predictive Multivariate Analysis: Multiple Linear Regression, Logistic Regression, and Discriminant Analysis.
โข Cluster Analysis: Hierarchical, K-means, and Fuzzy Clustering techniques.
โข Canonical Correlation Analysis: Understanding its concept, assumptions, and applications.
โข Multivariate Analysis of Variance (MANOVA): Definition, assumptions, and steps to perform MANOVA.
โข Discriminant Analysis: Linear and Quadratic Discriminant Analysis, and their applications.
โข Multivariate Quality Control: Control charts, Multivariate Statistical Process Control (MSPC), and Process Capability Analysis.
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