Starweaver

Segment - 01 - Introduction

Segment - 02 - Getting Started with R and R Studio

Segment - 03 - Reading in Data with R

Segment - 04 - Data Cleaning with R

Segment - 05 - Some More Data Cleaning with R

Segment - 06 - Basic Exploratory Data Analysis in R

Segment - 07 - Conclusion

Segment - 08 - OLS Regression - Theory

Segment - 09 - OLS - Implementation

Segment - 10 - More on Result Interpretations

Segment - 11 - Confidence Interval - Theory

Segment - 12 - Calculate the Confidence Interval in R

Segment - 13 - Confidence Interval and OLS Regressions

Segment - 14 - Linear Regression without Intercept

Segment - 15 - Implement ANOVA on OLS Regression

Segment - 16 - Multiple Linear Regression

Segment - 17 - Multiple Linear regression with Interaction and Dummy Variables

Segment - 18 - Some Basic Conditions that OLS Models Have to Fulfill

Segment - 19 - Conclusion

Segment - 20 - Identify Multicollinearity

Segment - 21 - Doing Regression Analyses with Correlated Predictor Variables

Segment - 22 - Principal Component Regression in R

Segment - 23 - Partial Least Square Regression in R

Segment - 24 - Ridge Regression in R

Segment - 25 - LASSO Regression

Segment - 26 - Conclusion

Segment - 27 - Why Do Any Kind of Selection?

Segment - 28 - Select the Most Suitable OLS Regression Model

Segment - 29 - Select Model Subsets

Segment - 30 - Machine Learning Perspective on Evaluate Regression Model Accuracy

Segment - 31 - Evaluate Regression Model Performance

Segment - 32 - LASSO Regression for Variable Selection

Segment - 33 - Identify the Contribution of Predictors in Explaining the Variation in Y

Segment - 34 - Conclusion

Segment - 35 - Robust Regression-Deal with Outliers

Segment - 36 - Dealing with Heteroscedasticity

Segment - 37 - Conclusion

Segment - 38 - What are GLMs?

Segment - 39 - Logistic regression

Segment - 40 - Logistic Regression for Binary Response Variable

Segment - 41 -Multinomial Logistic Regression

Segment - 42 - Regression for Count Data

Segment - 43 - Conclusion