Understanding and Applying Linear Regression
File List
- 19 - Implementing Simple Regression Models in Excel - Slope, Intercept, and Prediction.mp4 24.0 MB
- 18 - Implementing Simple Regression Models in Excel - Fast Prototyping in Excel.mp4 22.9 MB
- 40 - Implementing Multiple Regression Models in Excel - Categorical Variables in Excel.mp4 21.7 MB
- 41 - Implementing Multiple Regression Models in R - Multiple Regression in R.mp4 18.8 MB
- 20 - Implementing Simple Regression Models in Excel - Poorly Specified Regression Models.mp4 17.4 MB
- 42 - Implementing Multiple Regression Models in R - Categorical Variables Without an Intercept in R.mp4 17.3 MB
- 39 - Implementing Multiple Regression Models in Excel - Multiple Regression with Linest.mp4 17.2 MB
- 43 - Implementing Multiple Regression Models in Python - Multiple Regression in Two Different Ways.mp4 16.8 MB
- 44 - Implementing Multiple Regression Models in Python - Categorical Variables.mp4 16.7 MB
- 23 - Implementing Simple Regression Models in R - Regressing Returns, Not Prices.mp4 15.9 MB
- 17 - Implementing Simple Regression Models in Excel - Violations of Regression Assumptions.mp4 15.7 MB
- 22 - Implementing Simple Regression Models in R - Data Frames in R.mp4 12.2 MB
- 36 - Implementing Multiple Regression Models in Excel - Standard Errors.mp4 12.2 MB
- 24 - Implementing Simple Regression Models in R - Prediction with Regression in R.mp4 11.4 MB
- 28 - Understanding Multiple Regression Models - Introducing Multiple Regression.mp4 11.2 MB
- 27 - Implementing Simple Regression Models in Python - Linear Regression as Machine Learning.mp4 11.2 MB
- 10 - Understanding Simple Regression Models - A Quick Taste of Regression in Excel.mp4 11.0 MB
- 26 - Implementing Simple Regression Models in Python - Using Pandas and NumPy.mp4 10.9 MB
- 03 - Modeling Relationships Between Variables Using Regression - Reasons for Using Regression.mp4 10.9 MB
- 34 - Understanding Multiple Regression Models - Categorical Variables.mp4 10.7 MB
- 16 - Implementing Simple Regression Models in Excel - Applying Simple Regression.mp4 9.9 MB
- 07 - Modeling Relationships Between Variables Using Regression - Probability Distributions and the Bell Curve.mp4 9.3 MB
- 30 - Understanding Multiple Regression Models - Detecting Multicollinearity.mp4 9.2 MB
- 02 - Modeling Relationships Between Variables Using Regression - Connecting the Dots Using Linear Regression.mp4 9.0 MB
- 35 - Implementing Multiple Regression Models in Excel - Introducing Linest in Excel.mp4 8.9 MB
- 15 - Understanding Simple Regression Models - Prediction Using Simple Regression.mp4 8.8 MB
- 31 - Understanding Multiple Regression Models - Multicollinearity - Prevention and Cure.mp4 8.7 MB
- 38 - Implementing Multiple Regression Models in Excel - The F-statistic.mp4 8.3 MB
- 29 - Understanding Multiple Regression Models - Risks in Multiple Regression.mp4 8.3 MB
- 14 - Understanding Simple Regression Models - R-squared as Variance Explained.mp4 8.2 MB
- 33 - Understanding Multiple Regression Models - Interpreting the Results of a Regression Analysis.mp4 7.7 MB
- 05 - Modeling Relationships Between Variables Using Regression - Regression as Machine Learning.mp4 7.7 MB
- 21 - Implementing Simple Regression Models in R - R for Regression.mp4 7.7 MB
- 12 - Understanding Simple Regression Models - Residuals and the Regression Assumptions.mp4 7.6 MB
- 37 - Implementing Multiple Regression Models in Excel - T-statistics and P-values.mp4 6.9 MB
- 11 - Understanding Simple Regression Models - Solving the Regression Problem.mp4 6.5 MB
- 13 - Understanding Simple Regression Models - Explaining Variance Using Simple Regression.mp4 6.3 MB
- 25 - Implementing Simple Regression Models in Python - When Python Is the Right Tool for Regression.mp4 6.2 MB
- 08 - Understanding Simple Regression Models - Setting up the Regression Problem.mp4 6.2 MB
- 32 - Understanding Multiple Regression Models - Benefits of Multiple Regression.mp4 5.7 MB
- 09 - Understanding Simple Regression Models - The Best Fit Line.mp4 5.5 MB
- 06 - Modeling Relationships Between Variables Using Regression - Mean and Variance.mp4 4.5 MB
- 01 - Course Overview - Course Overview.mp4 4.4 MB
- 04 - Modeling Relationships Between Variables Using Regression - Versatility of Regression.mp4 3.4 MB
- files/1-understanding-applying-linear-regression-m1-slides.pdf 1.1 MB
- files/7-understanding-applying-linear-regression-m7-slides.pdf 1.0 MB
- files/2-understanding-applying-linear-regression-m2-slides.pdf 1009.1 KB
- files/8-understanding-applying-linear-regression-m8-slides.pdf 851.8 KB
- files/6-understanding-applying-linear-regression-m6-slides.pdf 640.4 KB
- files/3-understanding-applying-linear-regression-m3-slides.pdf 527.1 KB
- files/5-understanding-applying-linear-regression-m5-slides.pdf 360.0 KB
- files/4-understanding-applying-linear-regression-m4-slides.pdf 264.5 KB
- files/9-understanding-applying-linear-regression-m9-slides.pdf 230.5 KB
- files/8-understanding-applying-linear-regression-m8-exercise-files/module_8.R 5.2 KB
- files/9-understanding-applying-linear-regression-m9-exercise-files/module_9_code.py 3.3 KB
- files/5-understanding-applying-linear-regression-m5-exercise-files/module_5_code.py 2.7 KB
- files/4-understanding-applying-linear-regression-m4-exercise-files/module_4.R 2.6 KB
- files/8-understanding-applying-linear-regression-m8-exercise-files/__MACOSX/._module_8.R 1.2 KB
- files/9-understanding-applying-linear-regression-m9-exercise-files/__MACOSX/._module_9_code.py 1.2 KB
- files/4-understanding-applying-linear-regression-m4-exercise-files/__MACOSX/._module_4.R 1.1 KB
- files/5-understanding-applying-linear-regression-m5-exercise-files/__MACOSX/._module_5_code.py 1.1 KB
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