34 lines
2.7 KiB
TeX
34 lines
2.7 KiB
TeX
\contentsline {chapter}{Streszczenie}{7}%
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\contentsline {chapter}{Abstract}{9}%
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\contentsline {chapter}{Wstęp}{11}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 1\relax .\enspace Wprowadzenie do sieci neuronowych}{13}%
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\contentsline {section}{\numberline {1.1\relax .\enspace }Regresja liniowa}{13}%
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\contentsline {section}{\numberline {1.2\relax .\enspace }Uczenie modelu}{14}%
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\contentsline {subsection}{\numberline {1.2.1\relax .\enspace }Funkcja kosztu}{15}%
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\contentsline {subsection}{\numberline {1.2.2\relax .\enspace }Znajdowanie minimum funkcji}{15}%
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\contentsline {subsection}{\numberline {1.2.3\relax .\enspace }Metody gradientowe}{15}%
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\contentsline {section}{\numberline {1.3\relax .\enspace }Regresja liniowa jako model sieci neuronowej}{17}%
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\contentsline {section}{\numberline {1.4\relax .\enspace }Funkcje aktywacji}{19}%
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\contentsline {section}{\numberline {1.5\relax .\enspace }Głębokie sieci neuronowe}{20}%
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\contentsline {subsection}{\numberline {1.5.1\relax .\enspace }Jednokierunkowe sieci neuronowe}{21}%
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\contentsline {subsection}{\numberline {1.5.2\relax .\enspace }Autoencodery}{22}%
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\contentsline {subsection}{\numberline {1.5.3\relax .\enspace }Rekurencyjne sieci neuronowe}{22}%
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\contentsline {subsection}{\numberline {1.5.4\relax .\enspace }LSTM}{23}%
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\contentsline {subsection}{\numberline {1.5.5\relax .\enspace }Sequance-to-sequance}{25}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 2\relax .\enspace Reprezentacja danych muzycznych}{27}%
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\contentsline {section}{\numberline {2.1\relax .\enspace }Podstawowe koncepcje}{27}%
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\contentsline {subsection}{\numberline {2.1.1\relax .\enspace }Dźwięk muzyczny}{27}%
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\contentsline {subsection}{\numberline {2.1.2\relax .\enspace }Sygnał dźwiękowy}{27}%
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\contentsline {subsection}{\numberline {2.1.3\relax .\enspace }Zapis nutowy}{27}%
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\contentsline {section}{\numberline {2.2\relax .\enspace }Cyfrowa reprezentacja muzyki symbolicznej}{30}%
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\contentsline {subsection}{\numberline {2.2.1\relax .\enspace }Standard MIDI}{30}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 3\relax .\enspace Projekt}{33}%
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\contentsline {section}{\numberline {3.1\relax .\enspace }Koncepcja}{33}%
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\contentsline {section}{\numberline {3.2\relax .\enspace }Przygotowanie danych}{34}%
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\contentsline {section}{\numberline {3.3\relax .\enspace }Definicja modelu}{35}%
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\contentsline {section}{\numberline {3.4\relax .\enspace }Proces uczenia}{35}%
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\contentsline {section}{\numberline {3.5\relax .\enspace }Wyniki}{35}%
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\contentsline {section}{\numberline {3.6\relax .\enspace }Wnioski}{35}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 4\relax .\enspace Podsumowanie}{37}%
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\contentsline {chapter}{Bibliografia}{39}%
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