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Every model has its strengths and weaknesses. What are the strengths of your LSTM model? Perhaps it accurately predicted trends during certain periods but struggled during volatile times. Conversely, what were its weaknesses? Did it underperform during market crashes or rapid price changes? Consider the model's sensitivity to various market conditions, and identify the areas for improvement. This analysis could involve investigating the impact of certain **hyperparameters** or data preprocessing techniques on the model’s performance. For instance, what would happen if you altered the number of LSTM units or introduced a different type of scaling technique? Understanding the strengths and weaknesses is fundamental to refining your model.
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