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Machine learningDeep learning / NLP / CV

Long Short-Term Memory (LSTM)

Long Short-Term Memory (LSTM) ni usanifu wa mtandao wa neva unaojirudia wenye milango, ulioanzishwa na Hochreiter na Schmidhuber mnamo 1997. Uliundwa kujifunza utegemezi katika mifuatano mirefu kwa kutumia seli maalum za kumbukumbu na milango mitatu iliyojifunza — ya kusahau, ya kuingiza, na ya kutoa — ambayo hudhibiti taarifa gani inahifadhiwa, inasasishwa, au inapitishwa mbele katika kila hatua ya muda.

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Long Short-Term Memory (LSTM)
Uainishaji unaotumia BERTGated Recurrent Unit (GR…Mtandao wa Nyuro Unaojir…Sentence Embeddings (Vib…Mrejesho wa akili bandia…GRU inayoelewekaLSTM InayoelezekaMtandao wa Akili Bandia…GRU IliyoboreshwaLSTM Iliyorekebishwa

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Vyanzo

  1. Hochreiter, S. & Schmidhuber, J. (1997). Long short-term memory. Neural Computation, 9(8), 1735–1780. DOI: 10.1162/neco.1997.9.8.1735 ↗
  2. Graves, A., Mohamed, A.-R. & Hinton, G. (2013). Speech recognition with deep recurrent neural networks. Proceedings of ICASSP 2013, pp. 6645–6649. IEEE. DOI: 10.1109/ICASSP.2013.6638947 ↗

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 3). Long Short-Term Memory Network (LSTM). ScholarGate. https://scholargate.app/sw/deep-learning/long-short-term-memory

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Imerejelewa na

Uainishaji unaotumia BERTMrejesho wa akili bandia wa akili bandia unaobadilika na kikoaGRU inayoelewekaLSTM InayoelezekaMtandao wa Akili Bandia unaorudia unaoelewekaGRU IliyoboreshwaLSTM IliyorekebishwaMtandao wa Sifa za Kurudiana Ulioboreshwa (Fine-Tuned Recurrent Neural Network)Gated Recurrent Unit (GRU)LSTM nyingi lughaMtandao wa Nyuro wa Kujirudia wa Lugha NyingiGRU ya Njia Nyingi (Multimodal GRU)Mtandao wa Kurudiwa wa Njia Nyingi (Multimodal Recurrent Neural Network)Mtandao wa Nyuro UnaojirudiaUainishaji unaotegemea RoBERTaGRU InayojisimamiaGRU yenye usimamizi-nusuSentence Embeddings (Vibandiko vya Sentensi)Kujifunza kwa Kuhamisha kwa kutumia LSTMKujifunza kwa Kuhamisha kwa Mtandao wa Seli za Nervi ZinazojirudiaGRU Inayofunzwa kwa UdhaifuLSTM iliyo na Usimamizi dhaifuRNNi iliyofunzwa kwa udhaifu

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ScholarGate — Long Short-Term Memory (Long Short-Term Memory Network (LSTM)). Imepatikana 2026-06-15 kutoka https://scholargate.app/sw/deep-learning/long-short-term-memory · Seti ya data: https://doi.org/10.5281/zenodo.20539026