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| Introduction to the course | |||
| Introduction | |||
| Single Linear Regression | |||
| Install R, RStudio and Basic Functionality | |||
| Basics of Linear Regression | |||
| Basics of Linear Regression Ctnd | |||
| Linear Regression Analysis | |||
| Linear Relationships | |||
| Line of Best Fit, SSE and MSE | |||
| Linear Regression Analysis Ctnd | |||
| Regression Results and Interpretation | |||
| Predicting Future Profits | |||
| Statistical Validity Tests | |||
| Statistical Validity Discussion | |||
| Single Linear Regression | |||
| Multiple Linear Regression | |||
| Single Linear Regression | |||
| Importing the data | |||
| Correlation Matrix and MLR | |||
| MLR Results and ANOVA | |||
| The Best Model? | |||
| Interaction Terms and Validity Testing | |||
| ANOVA and Predictions | |||
| Non-linear Regression | |||
| Non-linear Regression (and Recap) | |||
| Logistic Regression Overview | |||
| Logistic Regression: Odds, Logs and Poisson | |||
| Logistic Regression: Fitting the Models in R | |||
| Optimization Theory and Differential Calculus | |||
| Differential Calculus – Finding the Maximum and the Minimum | |||
| Differential Calculus: One Unknown Input | |||
| Analysis in R: One Unknown Input Differential Calculus | |||
| Differential Calculus – Two Unknown Inputs | |||
| Analysis in R: Two Unknown Inputs Differential Calculus | |||
| Downloadable Resources | |||
| Resource – Statistical Concepts and Application with R | |||