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Upload VIT_BASE_EUROSAT_FINEDTUNED.ipynb

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VIT_BASE_EUROSAT_FINEDTUNED.ipynb CHANGED
@@ -5238,6 +5238,46 @@
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  }
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  ]
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  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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  "cell_type": "code",
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  "source": [
 
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  }
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  ]
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  },
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+ {
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+ "cell_type": "code",
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+ "source": [
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+ "from sklearn.metrics import confusion_matrix\n",
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+ "import matplotlib.pyplot as plt\n",
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+ "import seaborn as sns\n",
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+ "\n",
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+ "# Step 2: Compute the Confusion Matrix\n",
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+ "conf_matrix = confusion_matrix(labels, predictions)\n",
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+ "\n",
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+ "# Step 3: Visualize the Confusion Matrix\n",
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+ "plt.figure(figsize=(10, 8))\n",
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+ "sns.heatmap(conf_matrix, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=id2label.values(), yticklabels=id2label.values())\n",
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+ "plt.xlabel(\"Predicted\")\n",
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+ "plt.ylabel(\"True\")\n",
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+ "plt.title(\"Confusion Matrix\")\n",
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+ "plt.show()\n"
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+ ],
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+ "metadata": {
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+ "colab": {
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+ "base_uri": "https://localhost:8080/",
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+ "height": 866
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+ },
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+ "id": "qQ5Ea5QE0L9g",
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+ "outputId": "1f3642b6-758a-4ad4-f9ab-292c1330b5ea"
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+ },
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+ "execution_count": 22,
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+ "outputs": [
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+ {
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ "<Figure size 1000x800 with 2 Axes>"
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+ ],
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+ "image/png": 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\n"
5276
+ },
5277
+ "metadata": {}
5278
+ }
5279
+ ]
5280
+ },
5281
  {
5282
  "cell_type": "code",
5283
  "source": [