Undergraduate Certificate in Quantitative Data Modeling and Regression
-- ViewingNowThe Undergraduate Certificate in Quantitative Data Modeling and Regression is a compact course designed to equip learners with essential skills in data analysis and modeling. This certificate course emphasizes the importance of statistical methods, regression techniques, and data visualization to drive informed decision-making in various industries.
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⢠Introduction to Quantitative Data Modeling: Data Overview, Data Types, Data Collection Methods
⢠Descriptive Statistics: Measures of Central Tendency, Measures of Dispersion, Data Visualization
⢠Probability Theory: Definitions and Axioms, Conditional Probability, Discrete and Continuous Probability Distributions
⢠Inferential Statistics: Hypothesis Testing, Confidence Intervals, Sampling Distributions
⢠Simple Linear Regression: Regression Basics, Model Fitting, Model Evaluation
⢠Multiple Linear Regression: Concepts of Multiple Regression, Assumptions and Diagnostics, Model Selection
⢠Logistic Regression: Binary Outcomes, Maximum Likelihood Estimation, Model Evaluation
⢠Regression Model Building: Feature Selection, Model Validation, Regularization Techniques
⢠Applied Data Modeling: Real-World Data Analysis, Case Studies, Industry Applications
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