Final project for Data Analysis university course.

Data Analysis & Visualization.

Linear & Non-Linear Regression on Weather index data for Heathrow Airport.

Contents list:

• X_square test and Data visualization ( histogram, bar graph )
• Parametric and Bootstrap confidence interval ( ci )
• Parametric and Bootstrap null hypothesis testing for equal means
• Correlation coefficient ci ( parametric and bootstrap ) and H0: r=0 ( parametric and non-parametric: random-perm ) testing.
• Mutual Information
• Simple linear regression model, R^2
• k-degree polynomial regression, non-linear regression
• Randomization test for adjusted r-squared coefficient
• Stepwise and PCA regression models ( Feature Selection )
• LASSO regression, Model Evaluation