Training results mentioned in article https://jgh.xyz/posts/mnist_compare/

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diff --git a/training_results/env1/AdamW/FashionMNIST b/training_results/env1/AdamW/FashionMNIST
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+FashionMNIST: Epoch 1 - Avg Loss: 0.617608, Accuracy: 77.45%
+Test Set - Loss: 0.0004, Accuracy: 83.92%
+
+FashionMNIST: Epoch 2 - Avg Loss: 0.388970, Accuracy: 85.88%
+Test Set - Loss: 0.0004, Accuracy: 87.00%
+
+FashionMNIST: Epoch 3 - Avg Loss: 0.331167, Accuracy: 87.89%
+Test Set - Loss: 0.0004, Accuracy: 87.25%
+
+FashionMNIST: Epoch 4 - Avg Loss: 0.301465, Accuracy: 89.00%
+Test Set - Loss: 0.0003, Accuracy: 88.64%
+
+FashionMNIST: Epoch 5 - Avg Loss: 0.281183, Accuracy: 89.59%
+Test Set - Loss: 0.0003, Accuracy: 88.66%
+
+FashionMNIST: Epoch 6 - Avg Loss: 0.264108, Accuracy: 90.19%
+Test Set - Loss: 0.0003, Accuracy: 89.34%
+
+FashionMNIST: Epoch 7 - Avg Loss: 0.248558, Accuracy: 90.72%
+Test Set - Loss: 0.0003, Accuracy: 88.51%
+
+FashionMNIST: Epoch 8 - Avg Loss: 0.237805, Accuracy: 91.11%
+Test Set - Loss: 0.0003, Accuracy: 89.75%
+
+FashionMNIST: Epoch 9 - Avg Loss: 0.223894, Accuracy: 91.68%
+Test Set - Loss: 0.0003, Accuracy: 89.67%
+
+FashionMNIST: Epoch 10 - Avg Loss: 0.211299, Accuracy: 92.08%
+Test Set - Loss: 0.0003, Accuracy: 89.48%
diff --git a/training_results/env1/AdamW/MNIST b/training_results/env1/AdamW/MNIST
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+MNIST: Epoch 1 - Avg Loss: 0.232642, Accuracy: 93.00%
+Test Set - Loss: 0.0001, Accuracy: 97.57%
+
+MNIST: Epoch 2 - Avg Loss: 0.068877, Accuracy: 97.88%
+Test Set - Loss: 0.0000, Accuracy: 98.64%
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+MNIST: Epoch 3 - Avg Loss: 0.048319, Accuracy: 98.51%
+Test Set - Loss: 0.0000, Accuracy: 98.75%
+
+MNIST: Epoch 4 - Avg Loss: 0.038053, Accuracy: 98.76%
+Test Set - Loss: 0.0000, Accuracy: 98.82%
+
+MNIST: Epoch 5 - Avg Loss: 0.031422, Accuracy: 99.01%
+Test Set - Loss: 0.0000, Accuracy: 98.77%
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+MNIST: Epoch 6 - Avg Loss: 0.025956, Accuracy: 99.12%
+Test Set - Loss: 0.0000, Accuracy: 98.95%
+
+MNIST: Epoch 7 - Avg Loss: 0.021508, Accuracy: 99.33%
+Test Set - Loss: 0.0000, Accuracy: 98.96%
+
+MNIST: Epoch 8 - Avg Loss: 0.017885, Accuracy: 99.44%
+Test Set - Loss: 0.0000, Accuracy: 99.09%
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+MNIST: Epoch 9 - Avg Loss: 0.016313, Accuracy: 99.43%
+Test Set - Loss: 0.0000, Accuracy: 98.80%
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+MNIST: Epoch 10 - Avg Loss: 0.014301, Accuracy: 99.50%
+Test Set - Loss: 0.0000, Accuracy: 98.94%