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Long Short-Term Memory (LSTM), Clearly Explained

StatQuest with Josh Starmer via YouTube

Overview

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This course explains how Long Short-Term Memory networks use separate long- and short-term memory paths to handle longer sequences and avoid exploding or vanishing gradients. It assumes familiarity with recurrent neural networks and demonstrates LSTM predictions using sequential data.

Syllabus

Awesome song, introduction and main ideas
The sigmoid and tanh activation functions
LSTM Stage 1: The percent to remember
LSTM Stage 2: Update the long-term memory
LSTM Stage 3:Update the short-term memory
LSTM in action with real data

Taught by

StatQuest with Josh Starmer

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