EP18 - LSTMs and the Vanishing Gradient: Solving AI's Long-Term Memory Problem cover art

EP18 - LSTMs and the Vanishing Gradient: Solving AI's Long-Term Memory Problem

EP18 - LSTMs and the Vanishing Gradient: Solving AI's Long-Term Memory Problem

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 Simple RNNs are fatally flawed; they have the memory of a goldfish. This episode dives "under the hood" to diagnose the "vanishing gradient problem" that causes this amnesia and systematically deconstructs its solution: the Long Short-Term Memory (LSTM) network. You will learn how the LSTM's brilliant "gate" system acts as a managed memory controller, enabling AI to finally learn and connect ideas across long sequences.
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