{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kZ-F3EOiVJPx"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "plt.style.use('fivethirtyeight')\n",
        "import pandas as pd\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from keras.models import Sequential\n",
        "from keras.layers import LSTM, Dense, Dropout\n",
        "from sklearn.metrics import mean_squared_error\n",
        "import math\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_predictions(real_prices, predicted_prices):\n",
        "    plt.figure(figsize=(16,6))\n",
        "    plt.plot(real_prices, color='green', label='Actual IBM Stock Price')\n",
        "    plt.plot(predicted_prices, color='orange', label='Predicted IBM Stock Price')\n",
        "    plt.title('IBM Stock Price Prediction')\n",
        "    plt.xlabel('Time')\n",
        "    plt.ylabel('Stock Price')\n",
        "    plt.legend()\n",
        "    plt.show()\n",
        "\n",
        "def calculate_rmse(real_prices, predicted_prices):\n",
        "    rmse = math.sqrt(mean_squared_error(real_prices, predicted_prices))\n",
        "    print(f\"Root Mean Squared Error (RMSE): {rmse:.4f}\")"
      ],
      "metadata": {
        "id": "EklGqdecVJ4U"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "dataset = pd.read_csv(\"IBM_2006-01-01_to_2018-01-01.csv\",\n",
        "                      index_col='Date', parse_dates=['Date'])\n",
        "\n",
        "training_set = dataset.loc[:'2016', 'High'].values.reshape(-1, 1)\n",
        "test_set = dataset.loc['2017':, 'High'].values.reshape(-1, 1)\n",
        "\n",
        "\n",
        "plt.figure(figsize=(16,4))\n",
        "plt.plot(dataset.loc[:'2016', 'High'], label='Training Set (Before 2017)')\n",
        "plt.plot(dataset.loc['2017':, 'High'], label='Test Set (2017 and beyond)')\n",
        "plt.title('IBM Stock Price')\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Price')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "_rKfz4maVJ8a",
        "outputId": "54d4379e-7bfc-4fd3-a55b-35522488f751"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = MinMaxScaler(feature_range=(0,1))\n",
        "scaled_training = scaler.fit_transform(training_set)\n",
        "\n",
        "X_train = []\n",
        "y_train = []\n",
        "\n",
        "for i in range(60, len(scaled_training)):\n",
        "    X_train.append(scaled_training[i-60:i, 0])\n",
        "    y_train.append(scaled_training[i, 0])\n",
        "\n",
        "X_train, y_train = np.array(X_train), np.array(y_train)\n",
        "X_train = X_train.reshape(X_train.shape[0], X_train.shape[1], 1)"
      ],
      "metadata": {
        "id": "X_4vszzAVJ_g"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lstm_model = Sequential()\n",
        "\n",
        "lstm_model.add(LSTM(units=50, return_sequences=True, input_shape=(X_train.shape[1], 1)))\n",
        "lstm_model.add(Dropout(0.2))\n",
        "\n",
        "lstm_model.add(LSTM(units=50, return_sequences=True))\n",
        "lstm_model.add(Dropout(0.2))\n",
        "\n",
        "lstm_model.add(LSTM(units=50, return_sequences=True))\n",
        "lstm_model.add(Dropout(0.2))\n",
        "\n",
        "lstm_model.add(LSTM(units=50))\n",
        "lstm_model.add(Dropout(0.2))\n",
        "\n",
        "lstm_model.add(Dense(units=1))\n",
        "\n",
        "lstm_model.compile(optimizer='rmsprop', loss='mean_squared_error')\n",
        "\n",
        "lstm_model.fit(X_train, y_train, epochs=20, batch_size=32, verbose=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "MhVgLLRnVKH5",
        "outputId": "c5da81ca-e441-4191-bd8e-b87f57e28a4f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/keras/src/layers/rnn/rnn.py:199: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(**kwargs)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 13ms/step - loss: 0.0466\n",
            "Epoch 2/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 0.0110\n",
            "Epoch 3/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 0.0090\n",
            "Epoch 4/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0084\n",
            "Epoch 5/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 0.0063\n",
            "Epoch 6/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 18ms/step - loss: 0.0061\n",
            "Epoch 7/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0060\n",
            "Epoch 8/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 19ms/step - loss: 0.0043\n",
            "Epoch 9/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 38ms/step - loss: 0.0043\n",
            "Epoch 10/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 26ms/step - loss: 0.0050\n",
            "Epoch 11/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0044\n",
            "Epoch 12/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 14ms/step - loss: 0.0036\n",
            "Epoch 13/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 19ms/step - loss: 0.0032\n",
            "Epoch 14/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 14ms/step - loss: 0.0035\n",
            "Epoch 15/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 0.0038\n",
            "Epoch 16/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0032\n",
            "Epoch 17/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step - loss: 0.0029\n",
            "Epoch 18/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - loss: 0.0034\n",
            "Epoch 19/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 13ms/step - loss: 0.0028\n",
            "Epoch 20/20\n",
            "\u001b[1m85/85\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 20ms/step - loss: 0.0029\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.history.History at 0x7c4d352d32c0>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_total = pd.concat((dataset['High'][:'2016'], dataset['High']['2017':]), axis=0)\n",
        "inputs = dataset_total[len(dataset_total) - len(test_set) - 60:].values\n",
        "inputs = inputs.reshape(-1, 1)\n",
        "inputs = scaler.transform(inputs)\n",
        "\n",
        "X_test = []\n",
        "for i in range(60, len(inputs)):\n",
        "    X_test.append(inputs[i-60:i, 0])\n",
        "\n",
        "X_test = np.array(X_test)\n",
        "X_test = X_test.reshape(X_test.shape[0], X_test.shape[1], 1)"
      ],
      "metadata": {
        "id": "mxKh49vdVkc9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "predicted_prices_scaled = lstm_model.predict(X_test)\n",
        "predicted_prices = scaler.inverse_transform(predicted_prices_scaled)\n",
        "\n",
        "plot_predictions(test_set, predicted_prices)\n",
        "\n",
        "calculate_rmse(test_set, predicted_prices)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 640
        },
        "id": "TJvzdl7jVkfo",
        "outputId": "4867ed92-f0f4-4126-9cec-aedbdb4af69b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m8/8\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 62ms/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Root Mean Squared Error (RMSE): 5.0351\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "gqDJGR86Vkjk"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}