\babel@toc {english}{}\relax \contentsline {section}{\numberline {1}Introduction}{1}{section.1}% \contentsline {section}{\numberline {2}Data analysis}{1}{section.2}% \contentsline {subsection}{\numberline {2.1}Dataset}{1}{subsection.2.1}% \contentsline {subsection}{\numberline {2.2}Data cleaning and feature engineering}{1}{subsection.2.2}% \contentsline {subsection}{\numberline {2.3}Handling missing values}{1}{subsection.2.3}% \contentsline {subsection}{\numberline {2.4}Training, validation and test sets}{2}{subsection.2.4}% \contentsline {section}{\numberline {3}Model selection}{2}{section.3}% \contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{2}{section.4}% \contentsline {section}{\numberline {5}Model Evaluations}{2}{section.5}% \contentsline {subsection}{\numberline {5.1}Analyzing the Confusion Matricies}{2}{subsection.5.1}% \contentsline {subsection}{\numberline {5.2}Analyzing Weighted Performance Metrics}{2}{subsection.5.2}% \contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{3}{subsection.5.3}% \contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{3}{subsection.5.4}% \contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}% \contentsline {section}{\numberline {6}Summary}{4}{section.6}% \contentsline {section}{References}{4}{section.6}% \contentsfinish