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Update README.md

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@@ -121,7 +121,8 @@ The training set was also augmented using:
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  The following are the hyperparameters used for training:
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  - **Training regime:** fp32
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- - **Optimizer**: Adam with default betas
 
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  - **Learning rate**: 1e-3
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  - **Learning rate scheduler**: Reduce on plateau which monitors validation loss with patience of 2 and decay rate of 0.1
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  - **Batch size**: 64
 
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  The following are the hyperparameters used for training:
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  - **Training regime:** fp32
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+ - **Loss:** Cross entropy
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+ - **Optimizer**: Adam with default betas (0.99, 0.999)
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  - **Learning rate**: 1e-3
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  - **Learning rate scheduler**: Reduce on plateau which monitors validation loss with patience of 2 and decay rate of 0.1
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  - **Batch size**: 64