Dodano streszczenie, abstrakt oraz poprawiono wstęp
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W pracy magisterskiej pod tytułem ,,Generowanie muzyki przy pomocy głębokiego uczenia'' został zaproponowany przykład sieci neuronowej którego celem jest generowanie krótkich multiintrumentalnych klipów muzycznych.
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Główna częśc pracy została poprzedzona wprowadzeniem do tematu sieci neuronowych oraz teorii muzyki, w celu lepszego zrozumienia omawianego tematu. W rozdziale~\ref{section:nets} przeznaczonym teori sieci neuronowych autor przedstawia w jaki sposób rozbudować regresję liniową aby otrzymać model sieci neuronowej oraz przedstawia rekurencyjne sieci neuronowe, komórki LSTM oraz model sequance-to-sequance. W rozdziale~\ref{section:music} poświęcionym teorii muzyki autor odróżnia dwa pojęcia, muzykę w rozumieniu fizycznego zjawiska, oraz muzykę symboliczną jaką obiekt abstraktycjny. Następnie zostały opisane podstawowe obiekty muzyczne oraz przedstawiony protokół MIDI. Protokół MIDI jest międzynarodowym standardem komunikacji intrumentów muzycznych a w formie plików przechowuje informacje o muzyce w formie podobnej do zapisu nutowego. Pliki midi zostały wykorzysane jako źródło informacji dla sieci nauronowej.
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W rozdziale~\ref{section:project} została przedstawiona część główna pracy. Autor przyrównuje partie muzyczne do języka mówionego a różne intrumenty do różnych języków świata. Dlatego do generowania muzyki została wykorzystana architektura służąca do tłumaczenia maszynowego języków sequence-to-sequence. W pracy zostaje zaproponowane kodowanie muzyki jako sekwencje zdarzeń, nazwywanych w pracy ,,muzycznymi słowami'', gdzie każde słowo posiada informacje o wysokości i długości trwania dzwięku, akordu lub pauzy. Następnie zostaje zademontrowana architektura modelu wraz z jej implementacją w języku Python z wykorzystaniem biblioteki Keras oraz szczegóły opis procesu przygotowania danych dla modelu.
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W dalszej części tego samego rozdziału zostaje omówiony przykład wykorzystania zaproponowanego modelu do generowania muzyki. Jako dane źródłowe dla modelu zostało przygotowanych siedem utworów zespołu The Offspring. Autor przeprowadza przez omówiony wcześniej proces wydobycia danych z plików MIDI, uczenia oraz generowania utworów muzycznych. Na zakończenie pracy zostały pokazane przykładany wygenerowanych utworów.
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\chapter*{Abstract}
|
\chapter*{Abstract}
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||||||
|
In the master's thesis titled "Music generation with deep learning`", an example of a neural network was proposed whose purpose is to generate short multi-instrumental music clips.
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The main part of the work was preceded by an introduction to the topic of neural networks and music theory in order to better understand the subject. In the~\ref{section:nets} chapter dedicated to the theory of neural networks, the author presents how to expand linear regression to obtain a neural network model, and presents recursive neural networks, LSTM cells and the sequance-to-sequance model. In the chapter~\ref{section:music} devoted to the theory of music, the author distinguishes two concepts, music in the understanding of a physical phenomenon, and symbolic music as an abstract object. Then the main music concepts were described and the MIDI protocol was presented. The MIDI protocol is an international standard for communication of musical instruments and in the form of files stores information about music in a form similar to sheet music. MIDI files have been used as a source of information for the neural network.
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The main part of the work is presented in chapter~\ref{section:project}. The author compares music to the spoken language and various instruments to different languages of the world. Therefore, the architecture used for machine translation of languages was used to generate music. The work proposes encoding music as a sequence of events, called in the work "musical words", where each word has information about the pitch and length of the sound, chord or pause. Then the model architecture is demonstrated with its implementation in Python using the Keras library and a detailed description of the data preparation process for the model.
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The rest of this chapter discusses an example of using the proposed model to generate music. As the source data for the model, seven songs from The Offspring were used. The author guides through the process of extracting data from MIDI files, training model and generating music pieces. At the end of the work, examples of generated songs were shown.
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\chapter*{Wstęp}
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\chapter*{Wstęp}
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Uczenie maszynowe w ostatnich latach mocno zyskało na popularności. Zastosowania i możliwości różnych algorytmów uczenia maszynowego czasami przekraczają nasze wyobrażenie o tym co komputer może zrobić. Niektóre aplikacje potrafią wręcz zaskoczyć użytkowników tym co potrafią zrobić. Wśród takich aplikacji znajdują się takie, które potrafią przewidywać następne wartości akcji giełdowych, rozpoznawać na filmie obiekty w czasie rzeczywistym, czy nawet prowadzić samochód. Algorytmy wyuczone proponują nam spersonalizowane reklamy, czy produkty na podstawie naszych upodobań. Najczęstsze zastosowania dotyczą przetwarzania obrazów lub tekstu, natomiast zastosowania w przetwarzaniu muzyki są niszowe i rzadziej spotykane.
|
Uczenie maszynowe w ostatnich latach mocno zyskało na popularności. Zastosowania i możliwości różnych algorytmów uczenia maszynowego czasami przekraczają nasze wyobrażenie o tym co komputer może zrobić. Wśród aplikacji opartych na sztucznej inteligencji znajdują się takie, które potrafią przewidywać następne wartości akcji giełdowych, rozpoznawać na filmie obiekty w czasie rzeczywistym, czy nawet prowadzić samochód. Algorytmy wyuczone prezentują nam spersonalizowane reklamy produktów na podstawie naszych upodobań. Najczęstsze zastosowania dotyczą przetwarzania obrazów lub tekstu, natomiast zastosowania w przetwarzaniu muzyki są niszowe i rzadziej spotykane.
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Celem tej pracy jest stworzenie modelu sieci neuronowej, którego zadaniem będzie generowanie krótkich multi instrumentalnych klipów muzycznych.
|
Celem tej pracy jest stworzenie modelu sieci neuronowej, którego zadaniem będzie generowanie krótkich multi instrumentalnych klipów muzycznych.
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W pierwszej części swojej pracy przedstawię podstawowe koncepcje związane z muzyką oraz sposobami jej reprezentacji. Następnie opiszę w jaki sposób działają sieci neuronowe, jak się uczą oraz podstawowe architektury sieci, które pomogą zrozumieć model który wykorzystałem.
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W pierwszej części swojej pracy W pierwszej części pracy opiszę w jaki sposób działają sieci neuronowe, jak się uczą oraz podstawowe architektury sieci, które pomogą zrozumieć model który wykorzystałem. Następnie krótko przedstawię podstawowe koncepcje związane z muzyką oraz sposobami jej reprezentacji.
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Następnie przedstawię koncepcję działania modelu, jakie idee stały za wyborami, które podjąłem w projektowaniu sieci. W szczegółowy sposób opiszę sposób ekstrakcji danych tak aby mogły być one wykorzystane przez model. Opiszę architekturę którą wybrałem oraz przedstawię i opiszę fragmenty kodu w języku python.
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Następnie przedstawię swój projekt modelu. Omówię jakie idee stały za wyborami, które podjąłem w projektowaniu sieci. Szczegółowo opiszę sposób ekstrakcji danych tak aby mogły być one wykorzystane przez model. Opiszę architekturę którą wybrałem oraz przedstawię i opiszę fragmenty kodu w języku Python. W tym samym rozdziale zademontruję na przykładowym zbiorze danych zademontruję proces ich przetworzenia, uczenia modelu oraz generowania muzyki. Na końcu zademontruję i omówię wyniki.
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W kolejnym rozdziale skupimy się na rezultatach pracy, przedstawię zalety i wady modelu. Przeprowadzę analizę jakie muzyczne koncepcje model się nauczył na podstawie danych oraz doprowadzę do ostatecznej konkluzji czy wygenerowana muzyka może być przyjemna dla odbiorcy.
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\newpage
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\newpage
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\chapter{Wprowadzenie do sieci neuronowych}
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\chapter{Wprowadzenie do sieci neuronowych}
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\label{section:nets}
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Aby lepiej zrozumieć w jaki sposób odpowiednio skonstruowane sieci neuronowe potrafią sprostać takiemu zadaniu jak generowanie muzyki, w tym rozdziale przedstawię od podstaw zasady działania sieci neuronowych. Opiszę w jaki sposób można od regresji liniowej przejść do prostych sieci oraz w jaki sposób uczy się sieci neuronowe. Ostatecznie przedstawię architektury, które wykorzystałem w projekcie.
|
Aby lepiej zrozumieć w jaki sposób odpowiednio skonstruowane sieci neuronowe potrafią sprostać takiemu zadaniu jak generowanie muzyki, w tym rozdziale przedstawię od podstaw zasady działania sieci neuronowych. Opiszę w jaki sposób można od regresji liniowej przejść do prostych sieci oraz w jaki sposób uczy się sieci neuronowe. Ostatecznie przedstawię architektury, które wykorzystałem w projekcie.
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@ -534,6 +549,7 @@ Jednocześnie przyjmuję do wiadomości, że przypisanie sobie, w pracy dyplomow
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\chapter{Wprowadzenie do teorii muzyki}
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\chapter{Wprowadzenie do teorii muzyki}
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\label{section:music}
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W tym rozdziale przedstawię podstawowe koncepcje muzyczne oraz sposoby reprezentacji muzyki.
|
W tym rozdziale przedstawię podstawowe koncepcje muzyczne oraz sposoby reprezentacji muzyki.
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@ -717,6 +733,7 @@ note_on channel=0 note=60 velocity=0 time=0
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Ścieżka (\textit{ang. track}) grupuje nuty aby podzielić utwór muzyczny na różne instrumenty lub partie. Protokół MIDI pozwala, aby grać wiele ścieżek dźwiękowych jednocześnie. Wtedy mówimy o muzyce polifonicznej lub multiinstrumentalnej.
|
Ścieżka (\textit{ang. track}) grupuje nuty aby podzielić utwór muzyczny na różne instrumenty lub partie. Protokół MIDI pozwala, aby grać wiele ścieżek dźwiękowych jednocześnie. Wtedy mówimy o muzyce polifonicznej lub multiinstrumentalnej.
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\chapter{Projekt}
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\chapter{Projekt}
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\label{section:project}
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||||||
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W tym rozdziale opiszę szczegóły działania modelu, który przygotowałem. Najpierw przedstawię pomysł na model, opiszę szczegóły technicze dotyczące przygotowania danych uczących dla modelu. Natępnie zdefiniuję model i rozwinę opis modelu sequence-to-sequence. W tym rozdziale będę również zamieszczał fragmentu kodu napisanego w języku Python.
|
W tym rozdziale opiszę szczegóły działania modelu, który przygotowałem. Najpierw przedstawię pomysł na model, opiszę szczegóły technicze dotyczące przygotowania danych uczących dla modelu. Natępnie zdefiniuję model i rozwinę opis modelu sequence-to-sequence. W tym rozdziale będę również zamieszczał fragmentu kodu napisanego w języku Python.
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@ -1,50 +1,50 @@
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\contentsline {chapter}{Streszczenie}{7}%
|
\contentsline {chapter}{Streszczenie}{7}%
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||||||
\contentsline {chapter}{Abstract}{9}%
|
\contentsline {chapter}{Abstract}{9}%
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||||||
\contentsline {chapter}{Wstęp}{11}%
|
\contentsline {chapter}{Wst\IeC {\k e}p}{11}%
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||||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 1\relax .\enspace Wprowadzenie do sieci neuronowych}{13}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 1\relax .\leavevmode@ifvmode \kern .5em 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 {1.1\relax .\leavevmode@ifvmode \kern .5em }Regresja liniowa}{13}%
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||||||
\contentsline {section}{\numberline {1.2\relax .\enspace }Uczenie modelu}{14}%
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\contentsline {section}{\numberline {1.2\relax .\leavevmode@ifvmode \kern .5em }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 {1.2.1\relax .\leavevmode@ifvmode \kern .5em }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 {1.2.2\relax .\leavevmode@ifvmode \kern .5em }Znajdowanie minimum funkcji}{15}%
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||||||
\contentsline {subsection}{\numberline {1.2.3\relax .\enspace }Metody gradientowe}{15}%
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\contentsline {subsection}{\numberline {1.2.3\relax .\leavevmode@ifvmode \kern .5em }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 {1.3\relax .\leavevmode@ifvmode \kern .5em }Regresja liniowa jako model sieci neuronowej}{17}%
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||||||
\contentsline {section}{\numberline {1.4\relax .\enspace }Funkcje aktywacji}{19}%
|
\contentsline {section}{\numberline {1.4\relax .\leavevmode@ifvmode \kern .5em }Funkcje aktywacji}{19}%
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\contentsline {section}{\numberline {1.5\relax .\enspace }Wielowarstwowe sieci neuronowe}{19}%
|
\contentsline {section}{\numberline {1.5\relax .\leavevmode@ifvmode \kern .5em }Wielowarstwowe sieci neuronowe}{19}%
|
||||||
\contentsline {subsection}{\numberline {1.5.1\relax .\enspace }Jednokierunkowe sieci neuronowe}{20}%
|
\contentsline {subsection}{\numberline {1.5.1\relax .\leavevmode@ifvmode \kern .5em }Jednokierunkowe sieci neuronowe}{20}%
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||||||
\contentsline {subsection}{\numberline {1.5.2\relax .\enspace }Autoencoder}{21}%
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\contentsline {subsection}{\numberline {1.5.2\relax .\leavevmode@ifvmode \kern .5em }Autoencoder}{21}%
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||||||
\contentsline {subsection}{\numberline {1.5.3\relax .\enspace }Rekurencyjne sieci neuronowe}{22}%
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\contentsline {subsection}{\numberline {1.5.3\relax .\leavevmode@ifvmode \kern .5em }Rekurencyjne sieci neuronowe}{22}%
|
||||||
\contentsline {subsection}{\numberline {1.5.4\relax .\enspace }LSTM}{23}%
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\contentsline {subsection}{\numberline {1.5.4\relax .\leavevmode@ifvmode \kern .5em }LSTM}{23}%
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||||||
\contentsline {subsection}{\numberline {1.5.5\relax .\enspace }Sequence-to-sequence}{26}%
|
\contentsline {subsection}{\numberline {1.5.5\relax .\leavevmode@ifvmode \kern .5em }Sequence-to-sequence}{26}%
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||||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 2\relax .\enspace Wprowadzenie do teorii muzyki}{27}%
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\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 2\relax .\leavevmode@ifvmode \kern .5em Wprowadzenie do teorii muzyki}{27}%
|
||||||
\contentsline {section}{\numberline {2.1\relax .\enspace }Podstawowe koncepcje muzyczne}{27}%
|
\contentsline {section}{\numberline {2.1\relax .\leavevmode@ifvmode \kern .5em }Podstawowe koncepcje muzyczne}{27}%
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||||||
\contentsline {subsection}{\numberline {2.1.1\relax .\enspace }Dźwięk muzyczny}{27}%
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\contentsline {subsection}{\numberline {2.1.1\relax .\leavevmode@ifvmode \kern .5em }D\IeC {\'z}wi\IeC {\k e}k muzyczny}{27}%
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||||||
\contentsline {subsection}{\numberline {2.1.2\relax .\enspace }Sygnał dźwiękowy}{27}%
|
\contentsline {subsection}{\numberline {2.1.2\relax .\leavevmode@ifvmode \kern .5em }Sygna\IeC {\l } d\IeC {\'z}wi\IeC {\k e}kowy}{27}%
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\contentsline {subsection}{\numberline {2.1.3\relax .\enspace }Zapis nutowy}{27}%
|
\contentsline {subsection}{\numberline {2.1.3\relax .\leavevmode@ifvmode \kern .5em }Zapis nutowy}{27}%
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\contentsline {section}{\numberline {2.2\relax .\enspace }Cyfrowa reprezentacja muzyki symbolicznej}{31}%
|
\contentsline {section}{\numberline {2.2\relax .\leavevmode@ifvmode \kern .5em }Cyfrowa reprezentacja muzyki symbolicznej}{31}%
|
||||||
\contentsline {subsection}{\numberline {2.2.1\relax .\enspace }Standard MIDI}{31}%
|
\contentsline {subsection}{\numberline {2.2.1\relax .\leavevmode@ifvmode \kern .5em }Standard MIDI}{31}%
|
||||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 3\relax .\enspace Projekt}{35}%
|
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 3\relax .\leavevmode@ifvmode \kern .5em Projekt}{35}%
|
||||||
\contentsline {section}{\numberline {3.1\relax .\enspace }Koncepcja}{35}%
|
\contentsline {section}{\numberline {3.1\relax .\leavevmode@ifvmode \kern .5em }Koncepcja}{35}%
|
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\contentsline {section}{\numberline {3.2\relax .\enspace }Wstępne przygotowanie danych do treningu}{36}%
|
\contentsline {section}{\numberline {3.2\relax .\leavevmode@ifvmode \kern .5em }Wst\IeC {\k e}pne przygotowanie danych do treningu}{36}%
|
||||||
\contentsline {subsection}{\numberline {3.2.1\relax .\enspace }Muzyczne ,,słowo''}{36}%
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\contentsline {subsection}{\numberline {3.2.1\relax .\leavevmode@ifvmode \kern .5em }Muzyczne ,,s\IeC {\l }owo''}{36}%
|
||||||
\contentsline {subsection}{\numberline {3.2.2\relax .\enspace }Konwersja MIDI na sekwencje słów muzycznych}{36}%
|
\contentsline {subsection}{\numberline {3.2.2\relax .\leavevmode@ifvmode \kern .5em }Konwersja MIDI na sekwencje s\IeC {\l }\IeC {\'o}w muzycznych}{36}%
|
||||||
\contentsline {subsection}{\numberline {3.2.3\relax .\enspace }Inne aspekty przygotowania danych}{39}%
|
\contentsline {subsection}{\numberline {3.2.3\relax .\leavevmode@ifvmode \kern .5em }Inne aspekty przygotowania danych}{39}%
|
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\contentsline {subsection}{\numberline {3.2.4\relax .\enspace }Podział danych na dane wejściowe i wyjściowe}{40}%
|
\contentsline {subsection}{\numberline {3.2.4\relax .\leavevmode@ifvmode \kern .5em }Podzia\IeC {\l } danych na dane wej\IeC {\'s}ciowe i wyj\IeC {\'s}ciowe}{40}%
|
||||||
\contentsline {subsection}{\numberline {3.2.5\relax .\enspace }Inne aspekty przygotowania zbioru uczącego}{42}%
|
\contentsline {subsection}{\numberline {3.2.5\relax .\leavevmode@ifvmode \kern .5em }Inne aspekty przygotowania zbioru ucz\IeC {\k a}cego}{42}%
|
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\contentsline {section}{\numberline {3.3\relax .\enspace }Definicja modelu}{44}%
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\contentsline {section}{\numberline {3.3\relax .\leavevmode@ifvmode \kern .5em }Definicja modelu}{44}%
|
||||||
\contentsline {subsection}{\numberline {3.3.1\relax .\enspace }Model w trybie uczenia}{44}%
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\contentsline {subsection}{\numberline {3.3.1\relax .\leavevmode@ifvmode \kern .5em }Model w trybie uczenia}{44}%
|
||||||
\contentsline {subsection}{\numberline {3.3.2\relax .\enspace }Model w trybie wnioskowania}{46}%
|
\contentsline {subsection}{\numberline {3.3.2\relax .\leavevmode@ifvmode \kern .5em }Model w trybie wnioskowania}{46}%
|
||||||
\contentsline {section}{\numberline {3.4\relax .\enspace }Transformacja danych dla modelu}{49}%
|
\contentsline {section}{\numberline {3.4\relax .\leavevmode@ifvmode \kern .5em }Transformacja danych dla modelu}{49}%
|
||||||
\contentsline {subsection}{\numberline {3.4.1\relax .\enspace }Enkodowanie one-hot}{49}%
|
\contentsline {subsection}{\numberline {3.4.1\relax .\leavevmode@ifvmode \kern .5em }Enkodowanie one-hot}{49}%
|
||||||
\contentsline {subsection}{\numberline {3.4.2\relax .\enspace }Słownik}{49}%
|
\contentsline {subsection}{\numberline {3.4.2\relax .\leavevmode@ifvmode \kern .5em }S\IeC {\l }ownik}{49}%
|
||||||
\contentsline {subsection}{\numberline {3.4.3\relax .\enspace }Elementy specjalne}{50}%
|
\contentsline {subsection}{\numberline {3.4.3\relax .\leavevmode@ifvmode \kern .5em }Elementy specjalne}{50}%
|
||||||
\contentsline {subsection}{\numberline {3.4.4\relax .\enspace }Zakodowanie sekwencji}{50}%
|
\contentsline {subsection}{\numberline {3.4.4\relax .\leavevmode@ifvmode \kern .5em }Zakodowanie sekwencji}{50}%
|
||||||
\contentsline {section}{\numberline {3.5\relax .\enspace }Ekperyment}{51}%
|
\contentsline {section}{\numberline {3.5\relax .\leavevmode@ifvmode \kern .5em }Ekperyment}{51}%
|
||||||
\contentsline {subsection}{\numberline {3.5.1\relax .\enspace }Oprogramowanie}{52}%
|
\contentsline {subsection}{\numberline {3.5.1\relax .\leavevmode@ifvmode \kern .5em }Oprogramowanie}{52}%
|
||||||
\contentsline {subsection}{\numberline {3.5.2\relax .\enspace }Zbiór danych}{52}%
|
\contentsline {subsection}{\numberline {3.5.2\relax .\leavevmode@ifvmode \kern .5em }Zbi\IeC {\'o}r danych}{52}%
|
||||||
\contentsline {subsection}{\numberline {3.5.3\relax .\enspace }Wydobycie danych}{52}%
|
\contentsline {subsection}{\numberline {3.5.3\relax .\leavevmode@ifvmode \kern .5em }Wydobycie danych}{52}%
|
||||||
\contentsline {section}{\numberline {3.6\relax .\enspace }Trenowanie modelu}{53}%
|
\contentsline {section}{\numberline {3.6\relax .\leavevmode@ifvmode \kern .5em }Trenowanie modelu}{53}%
|
||||||
\contentsline {section}{\numberline {3.7\relax .\enspace }Generowanie muzyki przy pomocy wytrenowanych modeli}{54}%
|
\contentsline {section}{\numberline {3.7\relax .\leavevmode@ifvmode \kern .5em }Generowanie muzyki przy pomocy wytrenowanych modeli}{54}%
|
||||||
\contentsline {section}{\numberline {3.8\relax .\enspace }Wyniki}{56}%
|
\contentsline {section}{\numberline {3.8\relax .\leavevmode@ifvmode \kern .5em }Wyniki}{56}%
|
||||||
\contentsline {section}{\numberline {3.9\relax .\enspace }Wnioski}{56}%
|
\contentsline {section}{\numberline {3.9\relax .\leavevmode@ifvmode \kern .5em }Wnioski}{56}%
|
||||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 4\relax .\enspace Podsumowanie}{57}%
|
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 4\relax .\leavevmode@ifvmode \kern .5em Podsumowanie}{57}%
|
||||||
\contentsline {chapter}{Bibliografia}{59}%
|
\contentsline {chapter}{Bibliografia}{59}%
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user