What are lstm networks?

An LSTM network is like a super-smart memory helper that helps you remember things even when there are lots of distractions.

Imagine you're eating a big bowl of cereal in the morning, and your mom tells you about your favorite toy from yesterday. You want to remember that story so you can tell your friend at school later. But then your dad comes in with a loud laugh, and your little brother starts jumping on the couch, lots of distractions! An LSTM network is like having a special brain buddy who listens closely when important things are said and remembers them even when all the noise happens.

An LSTM has parts that work together:

• A memory gate decides what to remember.
• A forget gate lets go of unimportant stuff.
• An output gate shares only the most useful memories.

These gates act like a toy box: you put in your favorite toys (important info), ignore the blocks (unimportant stuff), and take out just the ones you need when it's time to play.

That’s how an LSTM helps computers remember what matters, even when there are lots of distractions!