Analysis of the use and implementation of LSTM

Istamqulov Hasan

The purpose of this study is to analyze and consider the features of neural networks on the LSTM architecture. A complete analysis of the LSTM network operation scheme is presented, the network operation algorithm is considered. Each step of the network operation is shown in an illustrated form. The LSTM architecture is compared with other recurrent type networks and all the advantages and disadvantages of LSTM in relation to other network architectures are presented.

Keywords:neural networks, LSTM, RNN, Long Short-Time Memory, text processing.