Understanding and Applying Linear Regression | 1BEBA8AA4A0C6B28A57E89F00B910E60B57C34DF

Understanding and Applying Linear Regression

Name	Understanding and Applying Linear Regression	DOWNLOAD Copy Link
Total Size	510.2 MB
Total Files	57
Hash	1BEBA8AA4A0C6B28A57E89F00B910E60B57C34DF

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01 - Course Overview - Course Overview.mp4.!qB	4.6 MB
02 - Modeling Relationships Between Variables Using Regression - Connecting the Dots Using Linear Regression.mp4.!qB	9.5 MB
03 - Modeling Relationships Between Variables Using Regression - Reasons for Using Regression.mp4.!qB	11.4 MB
04 - Modeling Relationships Between Variables Using Regression - Versatility of Regression.mp4.!qB	3.5 MB
05 - Modeling Relationships Between Variables Using Regression - Regression as Machine Learning.mp4.!qB	8.1 MB
06 - Modeling Relationships Between Variables Using Regression - Mean and Variance.mp4.!qB	4.7 MB
07 - Modeling Relationships Between Variables Using Regression - Probability Distributions and the Bell Curve.mp4.!qB	9.8 MB
08 - Understanding Simple Regression Models - Setting up the Regression Problem.mp4.!qB	6.5 MB
09 - Understanding Simple Regression Models - The Best Fit Line.mp4.!qB	5.8 MB
10 - Understanding Simple Regression Models - A Quick Taste of Regression in Excel.mp4.!qB	11.6 MB
11 - Understanding Simple Regression Models - Solving the Regression Problem.mp4.!qB	6.9 MB
12 - Understanding Simple Regression Models - Residuals and the Regression Assumptions.mp4.!qB	7.9 MB
13 - Understanding Simple Regression Models - Explaining Variance Using Simple Regression.mp4.!qB	6.7 MB
14 - Understanding Simple Regression Models - R-squared as Variance Explained.mp4.!qB	8.6 MB
15 - Understanding Simple Regression Models - Prediction Using Simple Regression.mp4.!qB	9.3 MB
16 - Implementing Simple Regression Models in Excel - Applying Simple Regression.mp4.!qB	10.3 MB
17 - Implementing Simple Regression Models in Excel - Violations of Regression Assumptions.mp4.!qB	16.5 MB
18 - Implementing Simple Regression Models in Excel - Fast Prototyping in Excel.mp4.!qB	24.0 MB
19 - Implementing Simple Regression Models in Excel - Slope, Intercept, and Prediction.mp4.!qB	25.2 MB
20 - Implementing Simple Regression Models in Excel - Poorly Specified Regression Models.mp4.!qB	18.2 MB
21 - Implementing Simple Regression Models in R - R for Regression.mp4.!qB	8.0 MB
22 - Implementing Simple Regression Models in R - Data Frames in R.mp4.!qB	12.8 MB
23 - Implementing Simple Regression Models in R - Regressing Returns, Not Prices.mp4.!qB	16.7 MB
24 - Implementing Simple Regression Models in R - Prediction with Regression in R.mp4.!qB	12.0 MB
25 - Implementing Simple Regression Models in Python - When Python Is the Right Tool for Regression.mp4.!qB	6.5 MB
26 - Implementing Simple Regression Models in Python - Using Pandas and NumPy.mp4.!qB	11.5 MB
27 - Implementing Simple Regression Models in Python - Linear Regression as Machine Learning.mp4.!qB	11.7 MB
28 - Understanding Multiple Regression Models - Introducing Multiple Regression.mp4.!qB	11.7 MB
29 - Understanding Multiple Regression Models - Risks in Multiple Regression.mp4.!qB	8.7 MB
30 - Understanding Multiple Regression Models - Detecting Multicollinearity.mp4.!qB	9.7 MB
31 - Understanding Multiple Regression Models - Multicollinearity - Prevention and Cure.mp4.!qB	9.1 MB
32 - Understanding Multiple Regression Models - Benefits of Multiple Regression.mp4.!qB	6.0 MB
33 - Understanding Multiple Regression Models - Interpreting the Results of a Regression Analysis.mp4.!qB	8.1 MB
34 - Understanding Multiple Regression Models - Categorical Variables.mp4.!qB	11.2 MB
35 - Implementing Multiple Regression Models in Excel - Introducing Linest in Excel.mp4.!qB	9.3 MB
36 - Implementing Multiple Regression Models in Excel - Standard Errors.mp4.!qB	12.8 MB
37 - Implementing Multiple Regression Models in Excel - T-statistics and P-values.mp4.!qB	7.2 MB
38 - Implementing Multiple Regression Models in Excel - The F-statistic.mp4.!qB	8.7 MB
39 - Implementing Multiple Regression Models in Excel - Multiple Regression with Linest.mp4.!qB	18.0 MB
40 - Implementing Multiple Regression Models in Excel - Categorical Variables in Excel.mp4.!qB	22.7 MB
41 - Implementing Multiple Regression Models in R - Multiple Regression in R.mp4.!qB	19.7 MB
42 - Implementing Multiple Regression Models in R - Categorical Variables Without an Intercept in R.mp4.!qB	18.1 MB
43 - Implementing Multiple Regression Models in Python - Multiple Regression in Two Different Ways.mp4.!qB	17.7 MB
44 - Implementing Multiple Regression Models in Python - Categorical Variables.mp4.!qB	17.5 MB
/files/
1-understanding-applying-linear-regression-m1-slides.pdf	1.1 MB
2-understanding-applying-linear-regression-m2-slides.pdf	1.0 MB
3-understanding-applying-linear-regression-m3-slides.pdf.!qB	177.4 KB
4-understanding-applying-linear-regression-m4-slides.pdf.!qB	270.9 KB
5-understanding-applying-linear-regression-m5-slides.pdf	368.6 KB
6-understanding-applying-linear-regression-m6-slides.pdf.!qB	571.0 KB
7-understanding-applying-linear-regression-m7-slides.pdf.!qB	1.1 MB
8-understanding-applying-linear-regression-m8-slides.pdf	872.3 KB
9-understanding-applying-linear-regression-m9-slides.pdf	236.1 KB
/.../4-understanding-applying-linear-regression-m4-exercise-files/
module_4.R	2.7 KB
/.../5-understanding-applying-linear-regression-m5-exercise-files/
module_5_code.py	2.7 KB
/.../8-understanding-applying-linear-regression-m8-exercise-files/
module_8.R	5.3 KB
/.../9-understanding-applying-linear-regression-m9-exercise-files/
module_9_code.py	3.4 KB
Total files 57