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RNNs and LSTMs: A Crash Course
Last Updated: December 10, 2025
Ashish Pratap Singh
8 min read
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RNNs and LSTMs: A Crash Course
The Problem: Sequences Have Order
What is an RNN?
RNN in Code
RNN Architectures
Bidirectional RNNs
The Vanishing Gradient Problem
LSTM: Long Short-Term Memory
LSTM in Code
GRU: Gated Recurrent Unit
Complete Example: Text Classification
Complete Example: Sequence Generation
Practical Considerations
RNN vs LSTM vs GRU vs Transformer
Common Mistakes and Solutions
Key Takeaways
References
Summary
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