Summary:
- This academic thesis investigates the application of machine learning algorithms, specifically focusing on the optimization of hyper-parameters to improve predictive performance.
- The research provides a rigorous technical analysis of various classification models, evaluating their efficacy through empirical testing and statistical validation within the field of computer science.