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\end{center} +\newpage \section{Rekurencyjne Sieci Neuronowe} + \subsection{Wstęp o rekurencyjnych sieciach neuronowych} + Rekurencyjne sieci neuronowe (RNN) są specjalnym rodzajem sieci neuronowych, które mają zdolność do uwzględniania kontekstu sekwencji danych. Oznacza to, że RNN są w stanie analizować dane wejściowe w sposób sekwencyjny, zachowując informacje o poprzednich krokach. Ta cecha czyni je szczególnie skutecznymi w modelowaniu danych sekwencyjnych, takich jak język naturalny, dźwięk czy szereg czasowy.\\\\ +Podstawowym elementem rekurencyjnej sieci neuronowej jest rekurencyjna jednostka, która wykonuje operację na aktualnym kroku czasowym oraz przechowuje stan, który jest przekazywany do następnego kroku. Najpopularniejszym typem jednostki rekurencyjnej jest jednostka LSTM (Long Short-Term Memory) oraz GRU (Gated Recurrent Unit). Obie te jednostki są zaprojektowane w taki sposób, aby rozwiązywać problem znikającego i eksplodującego gradientu, który często występuje podczas uczenia rekurencyjnych sieci neuronowych.\\\\ +W trakcie uczenia rekurencyjnej sieci neuronowej wsteczna propagacja błędu jest stosowana w celu minimalizacji błędu wyjścia. Jednak w odróżnieniu od tradycyjnych sieci jednokierunkowych, RNN używają również propagacji wstecznej w czasie, aby rozprowadzić gradienty przez wszystkie kroki czasowe. Dzięki temu sieć jest w stanie uczyć się na podstawie kontekstu historycznego i uwzględniać informacje z poprzednich kroków.\\\\ +Rekurencyjne sieci neuronowe jednak nie są pozbawione wad. Jednym z problemów jest trudność w uczeniu długotrwałych zależności, ponieważ gradienty mogą zanikać lub eksplodować w czasie. W praktyce często stosuje się różne techniki, takie jak LSTM czy GRU, aby radzić sobie z tym problemem. Ponadto, obliczenia w rekurencyjnych sieciach neuronowych są bardziej czasochłonne niż w przypadku sieci jednokierunkowych, co może stanowić wyzwanie w przypadku dużych zbiorów danych.\\\\ +Podsumowując, rekurencyjne sieci neuronowe są potężnym narzędziem do analizy danych sekwencyjnych. Dzięki swojej zdolności do uwzględniania kontekstu historycznego, są one szczególnie skuteczne w modelowaniu danych sekwencyjnych. Jednak ich skomplikowana natura i trudności w uczeniu długotrwałych zależności wymagają starannego projektowania i optymalizacji. + \subsection{LSTM} + LSTM (Long Short-Term Memory) to rodzaj rekurencyjnej jednostki używanej w rekurencyjnych sieciach neuronowych (RNN), która rozwiązuje problem znikającego gradientu. Składa się z bramek wejściowej, zapominającej i wyjściowej, które kontrolują przepływ informacji. Jednostka LSTM ma zdolność do przechowywania informacji przez wiele kroków czasowych dzięki mechanizmowi "ścieżki pamięci" + \subsection{GRU} + GRU (Gated Recurrent Unit) to rodzaj jednostki w rekurencyjnych sieciach neuronowych (RNN), której struktura obejmuje bramki resetowania i aktualizacji. Działa podobnie do LSTM, umożliwiając skuteczne modelowanie długotrwałych zależności w danych sekwencyjnych. GRU ma mniejszą liczbę parametrów niż LSTM, a mimo to osiąga podobne efektywności. Jest popularnym rozwiązaniem w przetwarzaniu języka naturalnego, rozpoznawaniu mowy i generowaniu tekstu. + \subsection{Różnice między LSTM, a GRU} + GRU i LSTM są dwoma popularnymi typami jednostek w rekurencyjnych sieciach neuronowych (RNN). GRU ma prostszą strukturę, mniejszą liczbę parametrów i bramki resetowania. LSTM ma bardziej złożoną strukturę, oddzielną komórkę pamięci i trzy bramki. Wybór między nimi zależy od kontekstu i danych sekwencyjnych. + \subsection{Problem znikającego gradientu} + Problem znikającego gradientu występuje w rekurencyjnych sieciach neuronowych (RNN), gdy gradienty maleją wraz z propagacją wsteczną przez kolejne kroki czasowe. To utrudnia naukę długotrwałych zależności. Jednostki LSTM i GRU zostały opracowane w celu rozwiązania tego problemu, umożliwiając skuteczniejsze modelowanie długoterminowych zależności w danych sekwencyjnych. + \subsection{Embedding} + Embedding w rekurencyjnych sieciach neuronowych (RNN) to proces przekształcania dyskretnych elementów, takich jak słowa lub symbole, na gęste wektory o niskiej wymiarowości. W przypadku analizy języka naturalnego, embeddingi są używane do reprezentowania słów lub sekwencji słów w sposób, który zachowuje ich semantykę i relacje między nimi.\\\\ +Podstawowym celem embedingu w RNN jest przechwycenie znaczenia słów lub sekwencji słów w sposób, który umożliwia modelowi RNN efektywne przetwarzanie i wnioskowanie na podstawie tych danych. Embeddingi są trenowane wraz z resztą sieci RNN i są aktualizowane podczas procesu uczenia. \\\\ +Proces embedingu zaczyna poprzez przypisania do unikalnego wektora liczba rzeczywistych dla każdego słowa, losowych wartości. Będą one aktualizowane podczas uczenia, aby zwiększyć strukturę symetralną języka. Istotną kwestią jest aby słowa o podobnym znaczeniu miały bliskie sobie wektory, dzięki czemu model RNN może wykrywać podobieństwa i zależności między słowami w trakcie analizy tekstu. + \end{document}