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2025-10-31 15:36:32 +01:00
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Report/MLPproject.toc
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@@ -6,18 +6,15 @@
\contentsline {subsection}{\numberline {2.3}Handling missing values}{2}{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 {subsection}{\numberline {3.1}Data cleaning and feature engineering}{2}{subsection.3.1}%
\contentsline {subsection}{\numberline {3.2}Handling missing values}{2}{subsection.3.2}%
\contentsline {subsection}{\numberline {3.3}Training, validation and test sets}{2}{subsection.3.3}%
\contentsline {section}{\numberline {4}Model selection}{2}{section.4}%
\contentsline {section}{\numberline {5}Model Training and Hyperparameter Tuning}{3}{section.5}%
\contentsline {subsection}{\numberline {5.1}Models and methods used}{3}{subsection.5.1}%
\contentsline {subsection}{\numberline {5.2}Caveats and restrictions}{3}{subsection.5.2}%
\contentsline {section}{\numberline {6}Model Evaluations}{3}{section.6}%
\contentsline {subsection}{\numberline {6.1}Analyzing the Confusion Matricies}{3}{subsection.6.1}%
\contentsline {subsection}{\numberline {6.2}Analyzing Weighted Performance Metrics}{4}{subsection.6.2}%
\contentsline {subsection}{\numberline {6.3}Analyzing the Performance}{4}{subsection.6.3}%
\contentsline {subsection}{\numberline {6.4}Overfitting and Underfitting}{5}{subsection.6.4}%
\contentsline {subsection}{\numberline {6.5}Feature Importance}{5}{subsection.6.5}%
\contentsline {section}{\numberline {7}Summary}{5}{section.7}%
\contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{2}{section.4}%
\contentsline {subsection}{\numberline {4.1}Models and methods used}{2}{subsection.4.1}%
\contentsline {subsection}{\numberline {4.2}Validation Results}{2}{subsection.4.2}%
\contentsline {subsection}{\numberline {4.3}Caveats and restrictions}{2}{subsection.4.3}%
\contentsline {section}{\numberline {5}Model Evaluations}{3}{section.5}%
\contentsline {subsection}{\numberline {5.1}Analyzing the Confusion Matricies}{3}{subsection.5.1}%
\contentsline {subsection}{\numberline {5.2}Analyzing Weighted Performance Metrics}{3}{subsection.5.2}%
\contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{4}{subsection.5.3}%
\contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{4}{subsection.5.4}%
\contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}%
\contentsline {section}{\numberline {6}Summary}{4}{section.6}%
\contentsfinish