| Introduction to the course |
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Introduction |
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00:03:00 |
| Single Linear Regression |
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Install R, RStudio and Basic Functionality |
|
00:08:00 |
|
Basics of Linear Regression |
|
00:03:00 |
|
Basics of Linear Regression Ctnd |
|
00:03:00 |
|
Linear Regression Analysis |
|
00:09:00 |
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Linear Relationships |
|
00:09:00 |
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Line of Best Fit, SSE and MSE |
|
00:05:00 |
|
Linear Regression Analysis Ctnd |
|
00:02:00 |
|
Regression Results and Interpretation |
|
00:10:00 |
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Predicting Future Profits |
|
00:13:00 |
|
Statistical Validity Tests |
|
00:09:00 |
|
Statistical Validity Discussion |
|
00:07:00 |
|
Single Linear Regression |
|
00:06:00 |
| Multiple Linear Regression |
|
Single Linear Regression |
|
00:06:00 |
|
Importing the data |
|
00:04:00 |
|
Correlation Matrix and MLR |
|
00:08:00 |
|
MLR Results and ANOVA |
|
00:07:00 |
|
The Best Model? |
|
00:05:00 |
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Interaction Terms and Validity Testing |
|
00:18:00 |
|
ANOVA and Predictions |
|
00:18:00 |
| Non-linear Regression |
|
Non-linear Regression (and Recap) |
|
00:07:00 |
|
Logistic Regression Overview |
|
00:22:00 |
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Logistic Regression: Odds, Logs and Poisson |
|
00:13:00 |
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Logistic Regression: Fitting the Models in R |
|
00:24:00 |
| Optimization Theory and Differential Calculus |
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Differential Calculus – Finding the Maximum and the Minimum |
|
00:15:00 |
|
Differential Calculus: One Unknown Input |
|
00:08:00 |
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Analysis in R: One Unknown Input Differential Calculus |
|
00:29:00 |
|
Differential Calculus – Two Unknown Inputs |
|
00:07:00 |
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Analysis in R: Two Unknown Inputs Differential Calculus |
|
00:44:00 |
| Downloadable Resources |
|
Resource – Statistical Concepts and Application with R |
|
00:00:00 |
| Order Your Certificate |
|
Order Your Certificate Now |
|
00:00:00 |