"base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_WtIQMNE1SVz",
        "outputId": "b3c3c323-5e2d-4b1b-a34c-b5f4af4e4474"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fitting 5 folds for each of 36 candidates, totalling 180 fits\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/ensemble/_weight_boosting.py:527: FutureWarning: The SAMME.R algorithm (the default) is deprecated and will be removed in 1.6. Use the SAMME algorithm to circumvent this warning.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Best AdaBoost Parameters: {'estimator__max_depth': 5, 'learning_rate': 0.01, 'n_estimators': 50}\n",
            "AdaBoost Accuracy: 0.8413207855083501\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "AdaBoost Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "         0.0       0.73      0.89      0.80      6610\n",
            "         1.0       0.93      0.81      0.87     11773\n",
            "\n",
            "    accuracy                           0.84     18383\n",
            "   macro avg       0.83      0.85      0.83     18383\n",
            "weighted avg       0.86      0.84      0.84     18383\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Decision Tree Accuracy: 0.8301147799597454\n",
            "Random Forest Accuracy: 0.8366425501822335\n",
            "AdaBoost Accuracy: 0.8413207855083501\n",
            "Decision Tree: TP=9290, TN=5970, FP=640, FN=2483\n",
            "Random Forest: TP=9648, TN=5732, FP=878, FN=2125\n",
            "AdaBoost: TP=9581, TN=5885, FP=725, FN=2192\n",
            "AdaBoost performs better than both Decision Tree and Random Forest for cloud detection.\n"
          ]
        }
      ]
    }
    netsat net view 



     netstata 


     netsha WlK
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.3"
    },
    "colab": {
      "provenance": [],
      "gpuType": "V28"
    },
    "accelerator": "TPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}