Deep Learning: Why RNNs Fail? Explaining the Mechanism of LSTM

This article from Zenn DL introduces Long Short-Term Memory (LSTM), a long-standing standard for time-series data processing. It aims to explain LSTM's internal structure, particularly for those unfamiliar with it or struggling with its mathematical complexity. The article uses the metaphor of an "information conveyor belt" to simplify the explanation. The provided link suggests a more detailed explanation with HTML formatting. The focus is on clarifying the differences between LSTM and Recurrent Neural Networks (RNNs) and making the concept accessible.

• •The article explains LSTM, a key component in time-series data processing.
• •It aims to clarify LSTM's mechanism, especially for those new to the concept.
• •The article uses a simplified metaphor to aid understanding.