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Overfitting is a common problem in machine learning. To prevent overfitting, techniques such as dropout, early stopping, and regularization are commonly used. **Dropout** randomly disables a fraction of the neurons during training, which makes the model more robust. **Early stopping** involves monitoring the performance on the validation set and stopping the training when the performance starts to degrade. **Regularization** adds a penalty to the loss function based on the magnitude of the model's weights, which discourages the model from becoming too complex. By correctly training and evaluating your **LSTM** model, you can gain valuable insights into the **stock market** and create accurate predictions.
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