How do I troubleshoot issues with LSTM and GRU models?
An example of an AI chatbot conversation about troubleshooting LSTM and GRU models.
I'm having trouble with my LSTM model not converging. What should I check?
First, check your learning rate. A rate that's too high or too low can prevent convergence. Have you tried adjusting it?
Yes, I tried different learning rates, but it still doesn't work. What else could be the issue?
You might want to look at your data preprocessing. Ensure your data is normalized and properly shaped for the LSTM.
I see. What about GRU models? Are there specific issues I should be aware of?
GRUs can also face similar issues. Check for overfitting and consider using dropout layers to mitigate it.
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