Certificate Programme in Statistical Modeling for Engineering Applications
-- ViewingNowThe Certificate Programme in Statistical Modeling for Engineering Applications is a comprehensive course designed to equip learners with essential skills in statistical modeling for engineering applications. This program is crucial in today's data-driven world, where businesses and industries rely heavily on statistical analysis to make informed decisions.
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- Introduction to Statistical Modeling: Basic concepts, data exploration, data visualization
- Probability Theory: Probability distributions, random variables, joint and conditional probability
- Regression Analysis: Simple linear regression, multiple linear regression, polynomial regression
- Analysis of Variance (ANOVA): One-way ANOVA, two-way ANOVA, factorial ANOVA
- Design of Experiments: Factorial designs, response surface methodology, optimization
- Time Series Analysis: Autoregressive (AR), moving average (MA), autoregressive moving average (ARMA) models
- Survival Analysis: Hazard functions, Kaplan-Meier estimator, Cox proportional hazards model
- Multivariate Analysis: Principal component analysis, factor analysis, discriminant analysis
- Machine Learning Techniques: Decision trees, random forests, support vector machines
- Model Validation and Selection: Cross-validation, bootstrapping, model selection criteria
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