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Update README.md

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Added validation results

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@@ -158,4 +158,16 @@ For more info, please refer to the above link or to the following paper:
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  ![Model Image](./model.png)
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- </details>
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ![Model Image](./model.png)
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+ </details>
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+ ## Validation Results
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+ The model achieved the following results on the validation dataset:
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+ Results | Validation
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+ -----------|------------
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+ Accuracy | 50%
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+ AUC | 0.8909
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+ d-prime | 1.742
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+ And the confusion matrix for the validation set is:
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+ ![Validation Confusion Matrix](./confusion_matrix.png)