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@@ -249,7 +249,7 @@ Data Preprocessing
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  I am using Ranger21 optimizer with these settings:
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  ```
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- Core optimizer = madgrad
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  Learning rate of 1.5e-05
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  Important - num_epochs of training = ** _(10, 12, 14; separate run)_ epochs **
 
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  I am using Ranger21 optimizer with these settings:
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  ```
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+ Core optimizer = [Madgrad](https://arxiv.org/abs/2101.11075)
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  Learning rate of 1.5e-05
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  Important - num_epochs of training = ** _(10, 12, 14; separate run)_ epochs **