Njengoba kunikezwe lesi sigaba, siyini incazelo yenkumbulo yesikhathi esifushane ende?
Context:Imemori yesikhathi esifushane (LSTM) iyinethiwekhi ye-neural esetshenziswa emikhakheni yobuhlakani bokufakelwa nokufunda okujulile. Ngokungafani namanethiwekhi we-neural feedforward ajwayelekile, i-LSTM inokuxhumana okubuyayo. Inethiwekhi enjalo yezinzwa (RNN) ayikwazi ukucubungula amaphuzu wedatha angawodwa kuphela (njengezithombe), kodwa futhi nokulandelana okuphelele kwedatha (njengokukhuluma noma ividiyo). Lesi sici senza amanethiwekhi e-LSTM alungele ukucubungula nokubikezela idatha. Isibonelo, i-LSTM isebenza emisebenzini efana nokuqashelwa kokubhala ngesandla okungahlukanisiwe, okuxhunyiwe, ukuqashelwa kwenkulumo, ukuhumusha ngomshini, ukutholwa komsebenzi wenkulumo, ukulawulwa kwamarobhothi, imidlalo yevidiyo, nokunakekelwa kwezempilo.
Imemori yesikhathi esifushane eside iyinethiwekhi ye-neural yokufakelwa esetshenziswa ekufundeni okujulile engakwazi ukucubungula hhayi amaphuzu wedatha angawodwa kuphela (njengemifanekiso), kodwa futhi nokulandelana okuphelele kwedatha (njengokukhuluma noma ividiyo).