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Understanding and Applying Linear Regression

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