Undergraduate Certificate in Advanced Production Statistics
-- ViewingNowThe Undergraduate Certificate in Advanced Production Statistics is a comprehensive course designed to equip learners with crucial skills in statistical analysis and data interpretation for production optimization. This program is vital for professionals in various industries, including manufacturing, engineering, and technology, where data-driven decisions are essential for success.
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⢠Statistical Theory: Probability distributions, statistical inference, hypothesis testing
⢠Design of Experiments (DOE): Factorial designs, response surface methodology, fractional factorial designs
⢠Multivariate Analysis: Principal component analysis, factor analysis, discriminant analysis
⢠Quality Control Methods: Control charts, acceptance sampling, process capability analysis
⢠Advanced Regression Analysis: Linear and multiple regression, model selection, diagnostics
⢠Time Series Analysis: Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models
⢠Predictive Modeling: Machine learning techniques, model validation, predictive accuracy
⢠Data Mining: Data exploration, pattern recognition, clustering
⢠Statistical Programming: R, Python, SAS, data manipulation and visualization
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