update GPT exercise 2b

Author: chizkidd

007_GPT/ex2b.ipynb

@@ -1631,10 +1631,10 @@
     "----\n",
     "## A. Model Performance Log for Different Hyperparameter Combinations (`ndigit = 2`)\n",
     "\n",
-    "| S/o. | Layers | Heads | Embed. Dim. | Learn. rate | Batch Size | Epochs | Eval_iters | Eval_interval | Parameters (M) | Train loss | Val. loss | Val. Accuracy | Val. MAE | Test loss (avg) | Test Accuracy | Test MAE \n",
-    "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- \n",
-    "| A. | **6** | **8** | **512** | **6e-4** | **64** | 100 | **32** | **562** | 18.90 | 0.0331 | 0.4072 | 69.87% | - | 0.2665 | 65.61% | - \n",
-    "| B. | **6** | **8** | **512** | **3e-5** | **64** | 100 | **32** | **562** | 18.90 | 0.0050 | 0.6533 | 63.41% | 0.2662 | 0.6437 | 66.87% | 0.2377 \n",
+    "| S/o. | Layers | Heads | Embed. Dim. | Learn. rate | Batch Size | Epochs | Eval_iters | Eval_interval | Parameters (M) | Train loss | Val. loss | Val. Accuracy | Val. MAE | Test loss (avg) | Test Accuracy | Test MAE  |\n",
+    "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n",
+    "| A. | **6** | **8** | **512** | **6e-4** | **64** | 100 | **32** | **562** | 18.90 | 0.0331 | 0.4072 | 69.87% | - | 0.2665 | 65.61% | - |\n",
+    "| B. | **6** | **8** | **512** | **3e-5** | **64** | 100 | **32** | **562** | 18.90 | 0.0050 | 0.6533 | 63.41% | 0.2662 | 0.6437 | 66.87% | 0.2377 |\n",
     "\n",
     "----\n"
    ]
@@ -1680,20 +1680,6 @@
     "# print(f\"No. of test samples: {test_total} \\nAvg. Test Loss: {avg_test_loss:.4f} \\\n",
     "#           \\nTest Accuracy: {test_accuracy:.2f}% \\nAvg. Test MAE: {avg_test_mae:.4f}\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {