changes to prompt, hyperparameters
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@@ -396,13 +396,12 @@ def main():
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print("\nCheck the generated chart for detailed RMSLE metrics!")
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print("\nPrice prediction fine-tuning process completed!")
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print("\nImproved configuration to prevent overfitting:")
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print(" Uses pickle files (train.pkl, test.pkl)")
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print(" 750 training examples, 100 validation examples")
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print(" 1 epoch to prevent overfitting")
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print(" Learning rate: 0.5 (higher for better generalization)")
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print(" Batch size: 8 (larger for stability)")
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print(" Assertive system prompt (forces predictions)")
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print(" 1 epoch")
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print(" Learning rate: 0.5")
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print(" Batch size: 8")
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print(" Assertive system prompt")
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print(" Proper RMSLE evaluation using Tester class")
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print(" Weights and Biases integration")
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