Masterclass Certificate in Impactful Applied Statistical Methods
-- ViewingNowThe Masterclass Certificate in Impactful Applied Statistical Methods is a comprehensive course designed to equip learners with essential statistical skills for career advancement. This course focuses on the practical application of statistical methods and tools, enabling learners to make data-driven decisions in their respective industries.
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⢠Foundations of Applied Statistics ⢠Descriptive Statistics, Inferential Statistics, Probability Theory, Data Visualization, Hypothesis Testing
⢠Regression Analysis ⢠Simple Linear Regression, Multiple Linear Regression, Logistic Regression, Regularization Methods
⢠Experimental Design and Analysis of Variance (ANOVA) ⢠Completely Randomized Designs, Randomized Block Designs, Factorial Designs, Split-Plot Designs, Repeated Measures Designs
⢠Nonparametric Statistical Methods ⢠Mann-Whitney U Test, Wilcoxon Signed-Rank Test, Kruskal-Wallis Test, Friedman Test, Sign Test
⢠Survival Analysis ⢠Kaplan-Meier Estimator, Log-Rank Test, Cox Proportional Hazards Model
⢠Multivariate Analysis ⢠Principal Component Analysis, Factor Analysis, Discriminant Analysis, Multivariate Analysis of Variance (MANOVA)
⢠Machine Learning and Statistical Models ⢠Decision Trees, Random Forests, Support Vector Machines, Bayesian Networks
⢠Data Ethics and Replicability ⢠Data Privacy, Bias and Fairness, Replicability in Research, Ethical Considerations in Data Analysis
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