LSTM - Long Short Term Memory

LSTM is like a special kind of computer program that’s really good at remembering things for a long time.

Here’s how it works:

Memory Cells: Inside an LSTM, there are special memory cells. These cells can store information, just like your brain stores memories.

Remembering and Forgetting: When the computer gets new information, it decides what to remember and what to forget. It’s like your friend deciding which stories to remember from your conversations.

Handling Sequences: LSTM is great at understanding sequences, like a story with a beginning, middle, and end. It can remember things that happened earlier in the sequence and use that knowledge to understand what’s happening later.

Useful for Predictions: People use LSTM in things like predicting the next word in a sentence or forecasting future trends based on past data. It’s because LSTM can learn patterns from the past and apply them to make educated guesses about the future.

Avoiding Short-Term Memory Loss: Unlike some other computer programs, LSTM doesn’t forget things too quickly. It’s like having a friend who remembers your stories even after a long time.

For your reference: https://www.geeksforgeeks.org/understanding-of-lstm-networks/