{ "cells": [ { "cell_type": "markdown", "id": "6616cdbf", "metadata": {}, "source": [ "# Practical-4 (Recurrent Neural Network - Google Stock Price Dataset)\n", "\n", "---\n", "\n", "Problem Statement: Recurrent neural network (RNN): Use the Google stock prices dataset and design a time series\n", "analysis and prediction system using RNN.\n", "\n", "- Dataset link: https://www.kaggle.com/datasets/henryshan/google-stock-price\n", "- Dataset available in [Datasets](https://git.kska.io/sppu-be-comp-content/DeepLearning/src/branch/main/Datasets/) directory.\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 18, "id": "1d71b3c5", "metadata": {}, "outputs": [], "source": [ "# 1. Import Libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import yfinance as yf\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Input, Dense, SimpleRNN, Dropout\n", "from tensorflow.keras.callbacks import EarlyStopping" ] }, { "cell_type": "code", "execution_count": 19, "id": "e9de5b2c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Dataset Shape: (1509, 5)\n", "Date Range: 2018-01-02 to 2023-12-29\n", "Price Close High Low Open Volume\n", "Date \n", "2018-01-02 53.220634 53.357999 52.219411 52.219411 31766000\n", "2018-01-03 54.128628 54.355751 53.231543 53.256336 31318000\n", "2018-01-04 54.338886 54.751477 54.264504 54.404843 26052000\n", "2018-01-05 55.059437 55.222590 54.638417 54.720241 30250000\n", "2018-01-08 55.253830 55.499303 55.045057 55.094646 24644000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# 2. Load Dataset\n", "# Downloads GOOGL stock data from Yahoo Finance for the given date range\n", "ticker = \"GOOGL\"\n", "df = yf.download(ticker, start=\"2018-01-01\", end=\"2024-01-01\")\n", "\n", "# --- Offline alternative (comment out the yf.download above and use this instead if using local dataset) ---\n", "# df = pd.read_csv('GOOGL.csv', index_col='Date', parse_dates=True)\n", "# df = df.sort_index() # ensure chronological order\n", "\n", "# yfinance returns MultiIndex columns — flatten to single level\n", "df.columns = df.columns.get_level_values(0)\n", "\n", "print(f\"Dataset Shape: {df.shape}\")\n", "print(f\"Date Range: {df.index.min().date()} to {df.index.max().date()}\")\n", "print(df.head())" ] }, { "cell_type": "code", "execution_count": 20, "id": "694dc4eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Dataset Info ===\n", "\n", "DatetimeIndex: 1509 entries, 2018-01-02 to 2023-12-29\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Close 1509 non-null float64\n", " 1 High 1509 non-null float64\n", " 2 Low 1509 non-null float64\n", " 3 Open 1509 non-null float64\n", " 4 Volume 1509 non-null int64 \n", "dtypes: float64(4), int64(1)\n", "memory usage: 70.7 KB\n", "None\n", "\n", "=== Statistical Summary ===\n", "Price Close High Low Open Volume\n", "count 1509.000000 1509.000000 1509.000000 1509.000000 1.509000e+03\n", "mean 90.444294 91.426617 89.414133 90.395013 3.485950e+07\n", "std 31.091515 31.412016 30.777228 31.099673 1.562928e+07\n", "min 48.829926 50.191172 48.482297 48.812567 9.312000e+06\n", "25% 59.727352 60.004070 59.073264 59.574123 2.505600e+07\n", "50% 87.298477 88.128108 86.215913 87.377828 3.091200e+07\n", "75% 118.718796 120.046815 117.588134 118.644398 3.990000e+07\n", "max 148.610245 150.304257 147.678433 150.010194 1.331780e+08\n", "\n", "=== Missing Values ===\n", "Price\n", "Close 0\n", "High 0\n", "Low 0\n", "Open 0\n", "Volume 0\n", "dtype: int64\n" ] } ], "source": [ "# 3. Exploratory Data Analysis (EDA)\n", "print(\"=== Dataset Info ===\")\n", "print(df.info())\n", "print(\"\\n=== Statistical Summary ===\")\n", "print(df.describe())\n", "print(\"\\n=== Missing Values ===\")\n", "print(df.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 21, "id": "7498dc20", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 4. Visualize Closing Price Over Time\n", "plt.figure(figsize=(16, 6))\n", "plt.plot(df.index, df['Close'], color='steelblue', linewidth=1.5, label='Close Price')\n", "plt.title('Google (GOOGL) Stock Closing Price (2018–2024)')\n", "plt.xlabel('Date')\n", "plt.ylabel('Price (USD)')\n", "plt.legend()\n", "plt.grid(alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "4483fd37", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original data range: [48.83, 148.61]\n", "Scaled data range: [0.0000, 1.0000]\n", "Total data points: 1509\n" ] } ], "source": [ "# 5. Preprocess Data - Normalize Closing Price\n", "data = df[['Close']].values # use only Close price for prediction\n", "\n", "scaler = MinMaxScaler(feature_range=(0, 1))\n", "data_scaled = scaler.fit_transform(data) # scale values to [0, 1]\n", "\n", "print(f\"Original data range: [{data.min():.2f}, {data.max():.2f}]\")\n", "print(f\"Scaled data range: [{data_scaled.min():.4f}, {data_scaled.max():.4f}]\")\n", "print(f\"Total data points: {len(data_scaled)}\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "ace55b7b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training samples: (1147, 60, 1)\n", "Testing samples: (302, 60, 1)\n" ] } ], "source": [ "# 6. Create Sequences for RNN Input\n", "def create_sequences(data, time_steps=60):\n", " X, y = [], []\n", " for i in range(time_steps, len(data)):\n", " X.append(data[i - time_steps:i, 0]) # window of past `time_steps` days\n", " y.append(data[i, 0]) # next day's price\n", " return np.array(X), np.array(y)\n", "\n", "TIME_STEPS = 60 # use past 60 days to predict the next day\n", "\n", "# 80/20 train-test split (manual, to preserve time order)\n", "train_size = int(len(data_scaled) * 0.80)\n", "train_data = data_scaled[:train_size]\n", "test_data = data_scaled[train_size - TIME_STEPS:] # overlap ensures test sequences start correctly\n", "\n", "X_train, y_train = create_sequences(train_data, TIME_STEPS)\n", "X_test, y_test = create_sequences(test_data, TIME_STEPS)\n", "\n", "# Reshape to [samples, time_steps, features] — required format for RNN layers\n", "X_train = X_train.reshape((X_train.shape[0], X_train.shape[1], 1))\n", "X_test = X_test.reshape((X_test.shape[0], X_test.shape[1], 1))\n", "\n", "print(f\"Training samples: {X_train.shape}\")\n", "print(f\"Testing samples: {X_test.shape}\")" ] }, { "cell_type": "code", "execution_count": 24, "id": "83129417", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Model: \"sequential_1\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃ Layer (type)                     Output Shape                  Param # ┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ simple_rnn_2 (SimpleRNN)        │ (None, 60, 64)         │         4,224 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_2 (Dropout)             │ (None, 60, 64)         │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ simple_rnn_3 (SimpleRNN)        │ (None, 64)             │         8,256 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_3 (Dropout)             │ (None, 64)             │             0 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (Dense)                 │ (None, 32)             │         2,080 │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_3 (Dense)                 │ (None, 1)              │            33 │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
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Build the RNN Model\n", "model = Sequential()\n", "\n", "model.add(Input(shape=(TIME_STEPS, 1))) # input: sequence of 60 days\n", "model.add(SimpleRNN(units=64, return_sequences=True)) # first RNN layer, passes output to next\n", "model.add(Dropout(0.2)) # drop 20% neurons to reduce overfitting\n", "model.add(SimpleRNN(units=64, return_sequences=False)) # second RNN layer, outputs single vector\n", "model.add(Dropout(0.2))\n", "model.add(Dense(units=32, activation='relu')) # fully connected layer\n", "model.add(Dense(units=1)) # output: single predicted price\n", "\n", "model.compile(optimizer='adam', loss='mean_squared_error', metrics=['mae'])\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 25, "id": "5024ae96", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - loss: 0.0449 - mae: 0.1446 - val_loss: 0.0027 - val_mae: 0.0411\n", "Epoch 2/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0114 - mae: 0.0780 - val_loss: 0.0043 - val_mae: 0.0546\n", "Epoch 3/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0084 - mae: 0.0675 - val_loss: 0.0018 - val_mae: 0.0342\n", "Epoch 4/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0062 - mae: 0.0580 - val_loss: 0.0022 - val_mae: 0.0376\n", "Epoch 5/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0053 - mae: 0.0516 - val_loss: 0.0017 - val_mae: 0.0335\n", "Epoch 6/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0056 - mae: 0.0516 - val_loss: 0.0016 - val_mae: 0.0329\n", "Epoch 7/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0043 - mae: 0.0462 - val_loss: 0.0022 - val_mae: 0.0363\n", "Epoch 8/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0041 - mae: 0.0450 - val_loss: 0.0016 - val_mae: 0.0331\n", "Epoch 9/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0035 - mae: 0.0411 - val_loss: 0.0015 - val_mae: 0.0311\n", "Epoch 10/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0029 - mae: 0.0377 - val_loss: 0.0027 - val_mae: 0.0408\n", "Epoch 11/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0032 - mae: 0.0388 - val_loss: 0.0048 - val_mae: 0.0589\n", "Epoch 12/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0034 - mae: 0.0408 - val_loss: 0.0014 - val_mae: 0.0298\n", "Epoch 13/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0029 - mae: 0.0374 - val_loss: 0.0014 - val_mae: 0.0312\n", "Epoch 14/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0025 - mae: 0.0352 - val_loss: 0.0063 - val_mae: 0.0709\n", "Epoch 15/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0023 - mae: 0.0341 - val_loss: 0.0023 - val_mae: 0.0378\n", "Epoch 16/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0028 - mae: 0.0367 - val_loss: 0.0018 - val_mae: 0.0330\n", "Epoch 17/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0021 - mae: 0.0327 - val_loss: 0.0013 - val_mae: 0.0293\n", "Epoch 18/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0027 - mae: 0.0358 - val_loss: 0.0084 - val_mae: 0.0851\n", "Epoch 19/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0026 - mae: 0.0344 - val_loss: 0.0012 - val_mae: 0.0289\n", "Epoch 20/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0021 - mae: 0.0316 - val_loss: 0.0017 - val_mae: 0.0322\n", "Epoch 21/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0022 - mae: 0.0314 - val_loss: 0.0012 - val_mae: 0.0285\n", "Epoch 22/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0020 - mae: 0.0309 - val_loss: 0.0034 - val_mae: 0.0482\n", "Epoch 23/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0019 - mae: 0.0299 - val_loss: 0.0025 - val_mae: 0.0398\n", "Epoch 24/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0020 - mae: 0.0301 - val_loss: 0.0048 - val_mae: 0.0606\n", "Epoch 25/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0021 - mae: 0.0321 - val_loss: 0.0012 - val_mae: 0.0286\n", "Epoch 26/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0026 - mae: 0.0338 - val_loss: 0.0017 - val_mae: 0.0319\n", "Epoch 27/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0021 - mae: 0.0317 - val_loss: 0.0025 - val_mae: 0.0400\n", "Epoch 28/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0022 - mae: 0.0323 - val_loss: 0.0013 - val_mae: 0.0285\n", "Epoch 29/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - loss: 0.0018 - mae: 0.0287 - val_loss: 0.0014 - val_mae: 0.0292\n", "Epoch 30/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step - loss: 0.0017 - mae: 0.0285 - val_loss: 0.0012 - val_mae: 0.0281\n", "Epoch 31/60\n", "\u001b[1m33/33\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - loss: 0.0016 - mae: 0.0272 - val_loss: 0.0023 - val_mae: 0.0376\n", "\n", "Training stopped at epoch: 31\n" ] } ], "source": [ "# 8. Train the Model\n", "# EarlyStopping stops training if val_loss doesn't improve for 10 consecutive epochs\n", "early_stop = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n", "\n", "history = model.fit(\n", " X_train, y_train,\n", " epochs=60,\n", " batch_size=32,\n", " validation_split=0.1, # use 10% of training data for validation\n", " callbacks=[early_stop],\n", " verbose=1\n", ")\n", "print(f\"\\nTraining stopped at epoch: {len(history.history['loss'])}\")" ] }, { "cell_type": "code", "execution_count": 26, "id": "40c233a4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 9. Plot Training vs Validation Loss\n", "plt.plot(history.history['loss'], label='Train Loss', color='royalblue')\n", "plt.plot(history.history['val_loss'], label='Val Loss', color='tomato')\n", "plt.title('Model Training Loss Over Epochs')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('MSE Loss')\n", "plt.legend()\n", "plt.grid(alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "0322a525", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m10/10\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n", "Sample predictions (first 5): [97.55 97.3 97.72 98.28 98.23]\n", "Actual values (first 5): [ 99.94 98.81 99.15 100.3 101.68]\n" ] } ], "source": [ "# 10. Make Predictions and Inverse Scale\n", "y_pred_scaled = model.predict(X_test)\n", "\n", "# Convert scaled predictions back to original USD price range\n", "y_pred = scaler.inverse_transform(y_pred_scaled)\n", "y_actual = scaler.inverse_transform(y_test.reshape(-1, 1))\n", "\n", "print(f\"Sample predictions (first 5): {y_pred[:5].flatten().round(2)}\")\n", "print(f\"Actual values (first 5): {y_actual[:5].flatten().round(2)}\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "9bd83cb1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========================================\n", " MODEL EVALUATION METRICS\n", "========================================\n", " MSE : 13.7776\n", " RMSE : 3.7118\n", " MAE : 3.0172\n", " MAPE : 2.68%\n", "========================================\n" ] } ], "source": [ "# 11. Evaluate the Model\n", "mse = mean_squared_error(y_actual, y_pred)\n", "rmse = np.sqrt(mse)\n", "mae = mean_absolute_error(y_actual, y_pred)\n", "mape = np.mean(np.abs((y_actual - y_pred) / y_actual)) * 100 # mean absolute percentage error\n", "\n", "print(\"=\" * 40)\n", "print(\" MODEL EVALUATION METRICS\")\n", "print(\"=\" * 40)\n", "print(f\" MSE : {mse:.4f}\")\n", "print(f\" RMSE : {rmse:.4f}\")\n", "print(f\" MAE : {mae:.4f}\")\n", "print(f\" MAPE : {mape:.2f}%\")\n", "print(\"=\" * 40)" ] }, { "cell_type": "code", "execution_count": 29, "id": "58b41348", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 12. Plot Actual vs Predicted Stock Price\n", "test_dates = df.index[train_size:] # align dates with test predictions\n", "\n", "plt.figure(figsize=(16, 6))\n", "plt.plot(test_dates, y_actual, label='Actual Price', color='steelblue', linewidth=1.5)\n", "plt.plot(test_dates, y_pred, label='Predicted Price', color='tomato', linewidth=1.5, linestyle='--')\n", "plt.title('Google Stock Price: Actual vs Predicted (RNN)')\n", "plt.xlabel('Date')\n", "plt.ylabel('Price (USD)')\n", "plt.legend()\n", "plt.grid(alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "7411dc74", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Forecasted price range: 115.14 USD - 134.90 USD\n" ] } ], "source": [ "# 13. Forecast Next 30 Days\n", "n_future = 30 # number of future days to predict\n", "\n", "# Seed the forecast with the last TIME_STEPS days of known data\n", "future_input = data_scaled[-TIME_STEPS:].reshape(1, TIME_STEPS, 1)\n", "future_predictions = []\n", "\n", "for _ in range(n_future):\n", " pred = model.predict(future_input, verbose=0)\n", " future_predictions.append(pred[0, 0])\n", " # Slide the window: drop oldest day, append new prediction\n", " future_input = np.append(future_input[:, 1:, :], pred.reshape(1, 1, 1), axis=1)\n", "\n", "# Inverse scale forecasted prices back to USD\n", "future_prices = scaler.inverse_transform(np.array(future_predictions).reshape(-1, 1))\n", "\n", "# Generate business day dates starting from the day after last known date\n", "last_date = df.index[-1]\n", "future_dates = pd.date_range(start=last_date + pd.Timedelta(days=1), periods=n_future, freq='B')\n", "\n", "plt.figure(figsize=(16, 6))\n", "plt.plot(df.index[-120:], scaler.inverse_transform(data_scaled[-120:]),\n", " label='Historical', color='steelblue', linewidth=1.5)\n", "plt.plot(future_dates, future_prices,\n", " label='30-Day Forecast', color='orange', linewidth=1.5)\n", "plt.axvline(x=last_date, color='gray', linestyle='--', label='Forecast Start')\n", "plt.title('Google Stock — 30-Day Future Price Forecast (RNN)')\n", "plt.xlabel('Date')\n", "plt.ylabel('Price (USD)')\n", "plt.legend()\n", "plt.grid(alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"\\nForecasted price range: {future_prices.min():.2f} USD - {future_prices.max():.2f} USD\")" ] }, { "cell_type": "markdown", "id": "83d2583f-c355-4fc3-9429-39c108ae3ca7", "metadata": {}, "source": [ "---" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }