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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_one_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_one_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plbx8.tfm
|
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plbx6.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plmib10.tfm
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@ -243,6 +255,12 @@ INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plbsy10.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/cm/cmex10.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_one_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_one_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_one_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/naural_model_multi_ver2.png
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INPUT /home/altarin/praca-magisterska/docs/images/sigmoid.png
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INPUT /home/altarin/praca-magisterska/docs/images/sigmoid.png
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INPUT /home/altarin/praca-magisterska/docs/images/sigmoid.png
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@ -278,6 +296,8 @@ INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plmi5.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plsy10.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plsy7.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plsy5.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plbx7.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plbx5.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam7.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam5.tfm
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@ -293,9 +313,6 @@ INPUT /usr/share/texmf-dist/tex/latex/polski/ot4cmtt.fd
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INPUT /usr/share/texmf-dist/tex/latex/polski/ot4cmtt.fd
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/pltt12.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/pltt10.tfm
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INPUT /home/altarin/praca-magisterska/docs/images/general-midi.png
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INPUT /home/altarin/praca-magisterska/docs/images/general-midi.png
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INPUT /home/altarin/praca-magisterska/docs/images/general-midi.png
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INPUT /usr/share/texmf-dist/fonts/tfm/public/pl/plsltt10.tfm
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INPUT /home/altarin/praca-magisterska/docs/images/training-model-graph.png
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INPUT /home/altarin/praca-magisterska/docs/images/training-model-graph.png
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@ -338,6 +355,7 @@ INPUT /usr/share/texmf-dist/fonts/enc/dvips/pl/plms.enc
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INPUT /usr/share/texmf-dist/fonts/enc/dvips/pl/plmi.enc
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INPUT /usr/share/texmf-dist/fonts/enc/dvips/pl/plme.enc
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INPUT /usr/share/texmf-dist/fonts/enc/dvips/pl/plsc.enc
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INPUT /usr/share/texmf-dist/fonts/type1/public/amsfonts/cm/cmex10.pfb
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INPUT /usr/share/texmf-dist/fonts/type1/public/amsfonts/symbols/msbm10.pfb
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INPUT /usr/share/texmf-dist/fonts/type1/public/pl/plbsy10.pfb
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INPUT /usr/share/texmf-dist/fonts/type1/public/pl/plbx10.pfb
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|
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@ -1,4 +1,4 @@
|
||||
This is makeindex, version 2.15 [TeX Live 2020] (kpathsea + Thai support).
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||||
This is makeindex, version 2.15 [TeX Live 2019] (kpathsea + Thai support).
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Scanning input file document.idx...done (0 entries accepted, 0 rejected).
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@ -9,12 +9,12 @@
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||||
\contentsline {subsection}{\numberline {1.2.3\relax .\enspace }Metody gradientowe}{15}%
|
||||
\contentsline {section}{\numberline {1.3\relax .\enspace }Regresja liniowa jako model sieci neuronowej}{17}%
|
||||
\contentsline {section}{\numberline {1.4\relax .\enspace }Funkcje aktywacji}{19}%
|
||||
\contentsline {section}{\numberline {1.5\relax .\enspace }Wielowarstwowe sieci neuronowe}{20}%
|
||||
\contentsline {subsection}{\numberline {1.5.1\relax .\enspace }Jednokierunkowe sieci neuronowe}{21}%
|
||||
\contentsline {subsection}{\numberline {1.5.2\relax .\enspace }Autoenkoder}{21}%
|
||||
\contentsline {section}{\numberline {1.5\relax .\enspace }Wielowarstwowe sieci neuronowe}{19}%
|
||||
\contentsline {subsection}{\numberline {1.5.1\relax .\enspace }Jednokierunkowe sieci neuronowe}{20}%
|
||||
\contentsline {subsection}{\numberline {1.5.2\relax .\enspace }Autoencoder}{21}%
|
||||
\contentsline {subsection}{\numberline {1.5.3\relax .\enspace }Rekurencyjne sieci neuronowe}{22}%
|
||||
\contentsline {subsection}{\numberline {1.5.4\relax .\enspace }LSTM}{23}%
|
||||
\contentsline {subsection}{\numberline {1.5.5\relax .\enspace }Sequence-to-sequence}{25}%
|
||||
\contentsline {subsection}{\numberline {1.5.5\relax .\enspace }Sequence-to-sequence}{26}%
|
||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 2\relax .\enspace Wprowadzenie do teorii muzyki}{27}%
|
||||
\contentsline {section}{\numberline {2.1\relax .\enspace }Podstawowe koncepcje muzyczne}{27}%
|
||||
\contentsline {subsection}{\numberline {2.1.1\relax .\enspace }Dźwięk muzyczny}{27}%
|
||||
@ -25,7 +25,7 @@
|
||||
\contentsline {chapter}{Rozdzia\PlPrIeC {\l }\ 3\relax .\enspace Projekt}{35}%
|
||||
\contentsline {section}{\numberline {3.1\relax .\enspace }Koncepcja}{35}%
|
||||
\contentsline {section}{\numberline {3.2\relax .\enspace }Wstępne przygotowanie danych do treningu}{36}%
|
||||
\contentsline {subsection}{\numberline {3.2.1\relax .\enspace }Muzyczne słowo}{36}%
|
||||
\contentsline {subsection}{\numberline {3.2.1\relax .\enspace }Muzyczne ,,słowo''}{36}%
|
||||
\contentsline {subsection}{\numberline {3.2.2\relax .\enspace }Konwersja MIDI na sekwencje słów muzycznych}{36}%
|
||||
\contentsline {subsection}{\numberline {3.2.3\relax .\enspace }Inne aspekty przygotowania danych}{39}%
|
||||
\contentsline {subsection}{\numberline {3.2.4\relax .\enspace }Podział danych na dane wejściowe i wyjściowe}{40}%
|
||||
@ -33,17 +33,17 @@
|
||||
\contentsline {section}{\numberline {3.3\relax .\enspace }Definicja modelu}{44}%
|
||||
\contentsline {subsection}{\numberline {3.3.1\relax .\enspace }Model w trybie uczenia}{44}%
|
||||
\contentsline {subsection}{\numberline {3.3.2\relax .\enspace }Model w trybie wnioskowania}{46}%
|
||||
\contentsline {section}{\numberline {3.4\relax .\enspace }Transformacja danych dla modelu}{48}%
|
||||
\contentsline {section}{\numberline {3.4\relax .\enspace }Transformacja danych dla modelu}{49}%
|
||||
\contentsline {subsection}{\numberline {3.4.1\relax .\enspace }Enkodowanie one-hot}{49}%
|
||||
\contentsline {subsection}{\numberline {3.4.2\relax .\enspace }Słownik}{49}%
|
||||
\contentsline {subsection}{\numberline {3.4.3\relax .\enspace }Elementy specjalne}{50}%
|
||||
\contentsline {subsection}{\numberline {3.4.4\relax .\enspace }Kodowanie sekwencji}{50}%
|
||||
\contentsline {subsection}{\numberline {3.4.4\relax .\enspace }Zakodowanie sekwencji}{50}%
|
||||
\contentsline {section}{\numberline {3.5\relax .\enspace }Ekperyment}{51}%
|
||||
\contentsline {subsection}{\numberline {3.5.1\relax .\enspace }Oprogramowanie}{51}%
|
||||
\contentsline {subsection}{\numberline {3.5.1\relax .\enspace }Oprogramowanie}{52}%
|
||||
\contentsline {subsection}{\numberline {3.5.2\relax .\enspace }Zbiór danych}{52}%
|
||||
\contentsline {subsection}{\numberline {3.5.3\relax .\enspace }Wydobycie danych}{52}%
|
||||
\contentsline {subsection}{\numberline {3.5.4\relax .\enspace }Trenowanie modelu}{53}%
|
||||
\contentsline {subsection}{\numberline {3.5.5\relax .\enspace }Generowanie muzyki przy pomocy wytrenowanych modeli}{54}%
|
||||
\contentsline {subsection}{\numberline {3.5.6\relax .\enspace }Wyniki}{56}%
|
||||
\contentsline {section}{\numberline {3.6\relax .\enspace }Trenowanie modelu}{53}%
|
||||
\contentsline {subsection}{\numberline {3.6.1\relax .\enspace }Generowanie muzyki przy pomocy wytrenowanych modeli}{54}%
|
||||
\contentsline {subsection}{\numberline {3.6.2\relax .\enspace }Wyniki}{56}%
|
||||
\contentsline {chapter}{Podsumowanie}{61}%
|
||||
\contentsline {chapter}{Bibliografia}{63}%
|
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|
||||
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@ -44,15 +44,13 @@ x = np.arange(-10,10, 0.1)
|
||||
# y = np.arange(0,10)
|
||||
|
||||
tanh = lambda x: (exp(x) - exp(-x))/(exp(x) + exp(-x))
|
||||
sigmoid = lambda x: 1/(1 + exp(-x))
|
||||
|
||||
y_hat = [tanh(yy) for yy in x]
|
||||
# plt.scatter(x, y, c='k')
|
||||
plt.plot(x, y_hat)
|
||||
fig = plt.Figure(figsize=(20,30))
|
||||
plt.show()
|
||||
# plt.show()
|
||||
# plt.labels
|
||||
# plt.savefig('tanh.png')
|
||||
plt.savefig('tanh.png')
|
||||
|
||||
#%%
|
||||
# Gradient descent
|
||||
@ -64,8 +62,6 @@ dx = 2x + c
|
||||
|
||||
|
||||
#%%
|
||||
|
||||
|
||||
func = lambda x: x**2
|
||||
func_dx = lambda x:2*x
|
||||
|
||||
@ -75,14 +71,14 @@ y = func(x)
|
||||
point_x = -6
|
||||
point_y = func(point_x)
|
||||
|
||||
# styczna = lambda x: slope*x + intercept
|
||||
|
||||
# dx = styczna(x)
|
||||
|
||||
dx = styczna(x)
|
||||
|
||||
learning_points_xs = np.arange(point_x, 0, 0.8)
|
||||
learning_points_ys = func(learning_points_xs)
|
||||
|
||||
fig, ax = plt.subplots(figsize=(3,3))
|
||||
fig, ax = plt.subplots()
|
||||
ax.plot(x, y, c='k')
|
||||
|
||||
for px in learning_points_xs[0:1]:
|
||||
@ -90,22 +86,22 @@ for px in learning_points_xs[0:1]:
|
||||
intercept = -px**2
|
||||
styczna = lambda x: slope*x + intercept
|
||||
dx = styczna(x)
|
||||
# ax.plot(x, dx, c='r', zorder=1)
|
||||
ax.plot(x, dx, c='r', zorder=1)
|
||||
|
||||
ax.scatter(x=point_x, y=point_y, c='r', zorder=6) #start
|
||||
ax.scatter(x=0, y=0, c='g', zorder=6) #min
|
||||
ax.scatter(x=learning_points_xs, y=learning_points_ys, c='y', zorder=5)
|
||||
# ax.scatter(x=0, y=0, c='g', zorder=6) #min
|
||||
# ax.scatter(x=learning_points_xs, y=learning_points_ys, c='y', zorder=5)
|
||||
plt.ylim((-20,80))
|
||||
plt.xlim((-10,10))
|
||||
|
||||
plt.xlim((-20,20))
|
||||
# plt.xlabel('x')
|
||||
# plt.ylabel('f(x) = x^2')
|
||||
|
||||
fig.savefig('gradient_descent_2_long.png', dpi=300)
|
||||
plt.savefig('gradient_descent_1.png')
|
||||
|
||||
# https://towardsdatascience.com/understanding-the-mathematics-behind-gradient-descent-dde5dc9be06e?
|
||||
# https://medium.com/code-heroku/gradient-descent-for-machine-learning-3d871fa48b4c
|
||||
|
||||
|
||||
#%% sound wave
|
||||
|
||||
#import the pyplot and wavfile modules
|
||||
@ -113,16 +109,15 @@ import matplotlib.pyplot as plot
|
||||
from scipy.io import wavfile
|
||||
|
||||
# Read the wav file (mono)
|
||||
samplingFrequency, signalData = wavfile.read(r'docs\images\foo.wav')
|
||||
samplingFrequency, signalData = wavfile.read('foo.wav')
|
||||
|
||||
# Plot the signal read from wav file
|
||||
# plot.title('Spectrogram of a wav file with piano music')
|
||||
plot.plot(signalData)
|
||||
plot.xlabel('Próbki')
|
||||
plot.ylabel('Amplituda')
|
||||
# plot.savefig('waveform_axis.png')
|
||||
fig = plt.Figure(figsize=(2,15))
|
||||
plot.show()
|
||||
plot.savefig('waveform_axis.png')
|
||||
# plot.show()
|
||||
|
||||
# print(samplingFrequency)
|
||||
|
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|
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Loading…
Reference in New Issue
Block a user