BiLSTM is pronounced as “BEE-lstm”. “Bi” is pronounced like the word “bee”. “LSTM” is pronounced letter by letter as “el-es-tee-em”. BiLSTM stands for Bidirectional Long Short-Term Memory. It is a type of recurrent neural network architecture that processes sequences in both forward and backward directions. This allows it to capture more context and dependencies in the data, making it useful for tasks such as natural language processing and time series analysis.