This repository implements Long Short-Term Memory (LSTM) networks and their variants for time series forecasting and sentiment analysis. It uses PyTorch to implement LSTM, GRU, Bidirectional LSTM for time series prediction, and LSTM, 2-Layer LSTM, CNN + 2-Layer LSTM for classifying suicidal vs non-suicidal tweets.