Browsing by Author "Valt, Sander"

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    F1 kvalifikatsiooni ja lõppvõistluste vaheliste seoste analüüs masinõppemeetoditega kümne läbi aegade populaarseima ringraja näitel.
    (Tartu Ülikool, 2024) Valt, Sander; Leping, Vambola, juhendaja; Tartu Ülikool. Loodus- ja täppisteaduste valdkond; Tartu Ülikool. Arvutiteaduse instituut
    This bachelor's thesis focuses on the study of the relationship between F1 qualification and final races, sing data analysis and machine learning methods. The work examines the data related to ten selected circuits in order to understand how the qualifying results affect the final results of the competition and what patterns and regularities can be found between them. Using a large-scale historical data set thesis investigates the influence of the qualifications victory on the race results, the winning percentages of different starting positions and possible relations between the characteristics of the circuit and the final race results. In the practical part, with the help of machine learning algorithms, an attempt is made to predict the drivers' success in finishing in the top three, related to their qualifying starting position. The characteristic features and peculiarities of the circuits are also analyzed, which may also have an impact on the development of the relationship between the qualification and the final results of the competition. Based on the results of the data analysis of this thesis, it is also possible to predict the results of future races and the factors affecting them.