\relax \@writefile{toc}{\contentsline {chapter}{Streszczenie}{7}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {chapter}{Abstract}{9}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {chapter}{Wst\IeC {\k e}p}{11}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \citation{statystyka} \@writefile{toc}{\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 1\relax .\leavevmode@ifvmode \kern .5em Wprowadzenie do sieci neuronowych}{13}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {section}{\numberline {1.1\relax .\leavevmode@ifvmode \kern .5em }Regresja liniowa}{13}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {1.1}{\ignorespaces Regresja liniowa jednej zmiennej\relax }}{14}\protected@file@percent } \providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}} \newlabel{fig:linreg}{{1.1}{14}} \@writefile{toc}{\contentsline {section}{\numberline {1.2\relax .\leavevmode@ifvmode \kern .5em }Uczenie modelu}{14}\protected@file@percent } \citation{analiza_mat} \@writefile{toc}{\contentsline {subsection}{\numberline {1.2.1\relax .\leavevmode@ifvmode \kern .5em }Funkcja kosztu}{15}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {1.2.2\relax .\leavevmode@ifvmode \kern .5em }Znajdowanie minimum funkcji}{15}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {1.2.3\relax .\leavevmode@ifvmode \kern .5em }Metody gradientowe}{15}\protected@file@percent } \citation{survay} \@writefile{lof}{\contentsline {figure}{\numberline {1.2}{\ignorespaces Wizualizacja algorytmu gradientu prostego\relax }}{16}\protected@file@percent } \newlabel{fig:gradient}{{1.2}{16}} \@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Wyznaczenie gradientu}}}{16}\protected@file@percent } \@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {Iteracja kolejnych punkt\IeC {\'o}w}}}{16}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {1.3\relax .\leavevmode@ifvmode \kern .5em }Regresja liniowa jako model sieci neuronowej}{17}\protected@file@percent } \newlabel{section:linreg}{{1.3}{17}} \@writefile{lof}{\contentsline {figure}{\numberline {1.3}{\ignorespaces Regresja liniowa jako model sieci neuronowej\relax }}{17}\protected@file@percent } \newlabel{fig:neural_model_one}{{1.3}{17}} \@writefile{lof}{\contentsline {figure}{\numberline {1.4}{\ignorespaces Regresja liniowa wielu zmiennych jako model sieci nauronowej\relax }}{18}\protected@file@percent } \newlabel{fig:neural_model_multi}{{1.4}{18}} \citation{deep_learning} \@writefile{toc}{\contentsline {section}{\numberline {1.4\relax .\leavevmode@ifvmode \kern .5em }Funkcje aktywacji}{19}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {1.5\relax .\leavevmode@ifvmode \kern .5em }Wielowarstwowe sieci neuronowe}{19}\protected@file@percent } \citation{survay} \@writefile{lof}{\contentsline {figure}{\numberline {1.5}{\ignorespaces Funkcja logistyczna\relax }}{20}\protected@file@percent } \newlabel{fig:sigmoid}{{1.5}{20}} \@writefile{toc}{\contentsline {subsection}{\numberline {1.5.1\relax .\leavevmode@ifvmode \kern .5em }Jednokierunkowe sieci neuronowe}{20}\protected@file@percent } \newlabel{section:feedforeward}{{1.5.1}{20}} \@writefile{lof}{\contentsline {figure}{\numberline {1.6}{\ignorespaces Przyk\IeC {\l }ad modelu wielowarstwowej sieci neuronowej\relax }}{21}\protected@file@percent } \newlabel{fig:neural_net_1}{{1.6}{21}} \newlabel{section:backpropagation}{{1.5.1}{21}} \@writefile{toc}{\contentsline {subsection}{\numberline {1.5.2\relax .\leavevmode@ifvmode \kern .5em }Autoencodery}{21}\protected@file@percent } \newlabel{section:autoencoder}{{1.5.2}{21}} \@writefile{lof}{\contentsline {figure}{\numberline {1.7}{\ignorespaces Przyk\IeC {\l }ad modelu autoencodera\relax }}{22}\protected@file@percent } \newlabel{fig:autoencoder}{{1.7}{22}} \@writefile{toc}{\contentsline {subsection}{\numberline {1.5.3\relax .\leavevmode@ifvmode \kern .5em }Rekurencyjne sieci neuronowe}{22}\protected@file@percent } \newlabel{section:rnn}{{1.5.3}{22}} \citation{handson} \@writefile{lof}{\contentsline {figure}{\numberline {1.8}{\ignorespaces Rekurencyjny neuron (po lewej) odwini\IeC {\k e}ty w czasie (po prawej)\relax }}{23}\protected@file@percent } \newlabel{fig:autoencoder}{{1.8}{23}} \@writefile{toc}{\contentsline {subsection}{\numberline {1.5.4\relax .\leavevmode@ifvmode \kern .5em }LSTM}{23}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {1.9}{\ignorespaces Kom\IeC {\'o}rka LSTM\relax }}{24}\protected@file@percent } \newlabel{fig:lstm}{{1.9}{24}} \citation{handson} \citation{seq2seq} \@writefile{lof}{\contentsline {figure}{\numberline {1.10}{\ignorespaces Tangens hiperboliczny\relax }}{25}\protected@file@percent } \newlabel{fig:tanh}{{1.10}{25}} \@writefile{toc}{\contentsline {subsection}{\numberline {1.5.5\relax .\leavevmode@ifvmode \kern .5em }Sequence-to-sequence}{25}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {1.11}{\ignorespaces Architektura modelu sequance-to-sequance\relax }}{26}\protected@file@percent } \newlabel{fig:seq2seq}{{1.11}{26}} \citation{tempos} \@writefile{toc}{\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 2\relax .\leavevmode@ifvmode \kern .5em Wprowadzenie do teorii muzyki}{27}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {section}{\numberline {2.1\relax .\leavevmode@ifvmode \kern .5em }Podstawowe koncepcje}{27}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {2.1.1\relax .\leavevmode@ifvmode \kern .5em }D\IeC {\'z}wi\IeC {\k e}k muzyczny}{27}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {2.1.2\relax .\leavevmode@ifvmode \kern .5em }Sygna\IeC {\l } d\IeC {\'z}wi\IeC {\k e}kowy}{27}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {2.1.3\relax .\leavevmode@ifvmode \kern .5em }Zapis nutowy}{27}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {2.1}{\ignorespaces Przyk\IeC {\l }ad przebiegu fali d\IeC {\'z}wi\IeC {\k e}kowej\relax }}{28}\protected@file@percent } \newlabel{fig:waveform}{{2.1}{28}} \newlabel{fig:waveform}{{2.2}{29}} \@writefile{lot}{\contentsline {table}{\numberline {2.1}{\ignorespaces D\IeC {\'z}wi\IeC {\k e}ki symboliczne oraz ich cz\IeC {\k e}stosliwo\IeC {\'s}ci\relax }}{29}\protected@file@percent } \newlabel{table:dzwieki}{{2.1}{29}} \@writefile{lof}{\contentsline {figure}{\numberline {2.3}{\ignorespaces \IeC {\'z}r\IeC {\'o}dlo: https://amplitudaschool.weebly.com/lekcja-11.html 5 kwietnia 2020 13:24\relax }}{30}\protected@file@percent } \newlabel{fig:pieciolinia}{{2.3}{30}} \newlabel{section:skala}{{2.1.3}{30}} \@writefile{toc}{\contentsline {section}{\numberline {2.2\relax .\leavevmode@ifvmode \kern .5em }Cyfrowa reprezentacja muzyki symbolicznej}{31}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.1\relax .\leavevmode@ifvmode \kern .5em }Standard MIDI}{31}\protected@file@percent } \@writefile{lof}{\contentsline {figure}{\numberline {2.4}{\ignorespaces Fragment protoko\IeC {\l }u MIDI\relax }}{31}\protected@file@percent } \@writefile{toc}{\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 3\relax .\leavevmode@ifvmode \kern .5em Projekt}{33}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {section}{\numberline {3.1\relax .\leavevmode@ifvmode \kern .5em }Koncepcja}{33}\protected@file@percent } \citation{onehot} \@writefile{toc}{\contentsline {section}{\numberline {3.2\relax .\leavevmode@ifvmode \kern .5em }Wst\IeC {\k e}pne przygotowanie danych do treningu}{34}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.1\relax .\leavevmode@ifvmode \kern .5em }Przyk\IeC {\l }ad dzia\IeC {\l }ania One-Hot Encoding}{34}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.2\relax .\leavevmode@ifvmode \kern .5em }Muzyczne "s\IeC {\l }owo"}{34}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.3\relax .\leavevmode@ifvmode \kern .5em }Konwersja MIDI na sekwencje s\IeC {\l }\IeC {\'o}w muzycznych}{35}\protected@file@percent } \citation{survay} \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.4\relax .\leavevmode@ifvmode \kern .5em }Inne aspekty przygotowania danych}{38}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.5\relax .\leavevmode@ifvmode \kern .5em }Podzia\IeC {\l } danych na dane wej\IeC {\'s}ciowe i wyj\IeC {\'s}ciowe}{38}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.2.6\relax .\leavevmode@ifvmode \kern .5em }Inne apekty przygotowania zbioru ucz\IeC {\k a}cego}{41}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.3\relax .\leavevmode@ifvmode \kern .5em }Tranformacja danych dla modelu}{43}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.4\relax .\leavevmode@ifvmode \kern .5em }Definicja modelu}{43}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.5\relax .\leavevmode@ifvmode \kern .5em }Uczenie modelu}{43}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.6\relax .\leavevmode@ifvmode \kern .5em }Generowanie muzyki przy pomocy wytrenowanego modelu}{43}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.7\relax .\leavevmode@ifvmode \kern .5em }Wyniki}{43}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.8\relax .\leavevmode@ifvmode \kern .5em }Wnioski}{43}\protected@file@percent } \@writefile{toc}{\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 4\relax .\leavevmode@ifvmode \kern .5em Podsumowanie}{45}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }} \bibcite{survay}{1} \bibcite{onehot}{2} \bibcite{handson}{3} \bibcite{deep_learning}{4} \bibcite{seq2seq}{5} \bibcite{analiza_mat}{6} \bibcite{statystyka}{7} \bibcite{tempos}{8} \bibcite{deep_learning_2}{9} \@writefile{toc}{\contentsline {chapter}{Bibliografia}{47}\protected@file@percent } \@writefile{lof}{\addvspace {10\p@ }} \@writefile{lot}{\addvspace {10\p@ }}