Part 2 Exercise – T-Test, ANOVA, and Linear and Logistic Regression
In this chapter, we will gain more practical experience using different exercises and variations of Student’s t-test, Analysis of Variance (ANOVA), and predictive analysis. Previously, we learned about typical examples of performing these tests and predictive analysis. However, evaluating different specific statistical situations is very important and it is often needed to modify the versions of the test to adapt it to the data that is being analyzed.
We will be using the same data and tests and data visualizations, but this time with more detailed analysis and different versions and angles of analysis applied.
In this chapter, we’re going to cover the following main topics:
- Implementing different versions of Student’s t-test
- Applying post-hoc tests using ANOVA
- Performing and visualizing linear regression in Python
- Performing and visualizing logistic regression...
