Course curriculum
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1
Recorded TEAMS Class Sessions (Summer 2024 NPS)
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Course Prep I
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Course Prep II
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Class Session 01 - Levels of Measurement, Design of Experiment, Sampling Methods, Theory Basics
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Class Session 02 - Probability Theory, Knowns and Unknowns, Bayes Updating
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Class Session 03 - Probability PDF CDF Time Value of Money NPV ROI IRR
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Class Session 04 - Correlations
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Class Session 05 - Z Scores, Probabilities, Confidence Intervals, Hypothesis Testing, Type I-II Errors
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Class Session 06 - Hypothesis Tests, Tails, T-tests (3 Types)
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Class Session 07 - F-Test, Covar Box Test, CV Homogeneity, ANOVA MANOVA GLM
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Class Session 08 - Review ANOVA GLM, Final Project Options, Reliability Basics
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Class Session 09 - Nonparametrics
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Class Session 10 - Regression
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Class Session 11 - Simulation
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Class 12 - Predictive Modeling and Forecasting
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Class 13 - Optmization
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