diff --git a/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/Dynamic_Asset_Allocation_Using_Deep_Learning.ipynb b/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/Dynamic_Asset_Allocation_Using_Deep_Learning.ipynb new file mode 100644 index 00000000..add2a31c --- /dev/null +++ b/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/Dynamic_Asset_Allocation_Using_Deep_Learning.ipynb @@ -0,0 +1,421 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, GRU\n", + "from tensorflow.keras.optimizers import Adam\n", + "\n", + "# Load the data\n", + "data = pd.read_csv('dynamic_asset_allocation_data.csv', parse_dates=['Date'])" + ], + "metadata": { + "id": "Gu_gPZEm_XUV" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# EDA\n", + "print(data.describe())\n", + "sns.lineplot(x='Date', y='value', hue='variable',\n", + " data=pd.melt(data, ['Date']))\n", + "plt.title('Asset Prices Over Time')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 628 + }, + "id": "COjGSLSK_Y6S", + "outputId": "c71cb98b-0c2a-4984-e7e0-7e0766967d75" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Date Asset_A Asset_B Asset_C Asset_D\n", + "count 2870 2870.000000 2870.000000 2870.000000 2870.000000\n", + "mean 2015-07-03 02:24:00 149.833110 99.419024 249.161458 199.950976\n", + "min 2010-01-01 00:00:00 100.013469 50.001163 200.024100 150.005283\n", + "25% 2012-10-02 06:00:00 124.264593 74.711082 224.344872 175.563494\n", + "50% 2015-07-02 12:00:00 150.269971 98.922047 248.558812 199.770306\n", + "75% 2018-04-02 18:00:00 175.212467 123.867888 274.012559 224.273052\n", + "max 2020-12-31 00:00:00 199.971767 149.955770 299.946068 249.967321\n", + "std NaN 29.165289 28.680484 28.747015 28.466454\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Scale data\n", + "scaler = MinMaxScaler()\n", + "data_scaled = scaler.fit_transform(data.drop(columns=['Date']))\n", + "\n", + "# Prepare data for time series forecasting\n", + "X = []\n", + "y = []\n", + "time_steps = 30 # Number of time steps to look back\n", + "\n", + "for i in range(time_steps, len(data_scaled)):\n", + " X.append(data_scaled[i-time_steps:i])\n", + " y.append(data_scaled[i])\n", + "\n", + "X, y = np.array(X), np.array(y)\n", + "\n", + "# Split data into training and test sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ], + "metadata": { + "id": "gfWXfSXS_bja" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# LSTM\n", + "model_lstm = Sequential([\n", + " LSTM(50, return_sequences=True, input_shape=(time_steps, X_train.shape[2])),\n", + " LSTM(50),\n", + " Dense(y_train.shape[1])\n", + "])\n", + "model_lstm.compile(optimizer=Adam(learning_rate=0.001), loss='mse', metrics=['mae'])\n", + "model_lstm.fit(X_train, y_train, epochs=50, batch_size=32, validation_split=0.2)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_qUryWDm_fgy", + "outputId": "40791f1d-4432-4b74-efeb-63b02e91cb7d" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "57/57 [==============================] - 10s 48ms/step - loss: 0.1023 - mae: 0.2690 - val_loss: 0.0829 - val_mae: 0.2482\n", + "Epoch 2/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0841 - mae: 0.2498 - val_loss: 0.0838 - val_mae: 0.2493\n", + "Epoch 3/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0844 - mae: 0.2499 - val_loss: 0.0838 - val_mae: 0.2492\n", + "Epoch 4/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0842 - mae: 0.2504 - val_loss: 0.0820 - val_mae: 0.2473\n", + "Epoch 5/50\n", + "57/57 [==============================] - 2s 35ms/step - loss: 0.0840 - mae: 0.2497 - val_loss: 0.0830 - val_mae: 0.2481\n", + "Epoch 6/50\n", + "57/57 [==============================] - 3s 49ms/step - loss: 0.0841 - mae: 0.2500 - val_loss: 0.0827 - val_mae: 0.2479\n", + "Epoch 7/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0840 - mae: 0.2497 - val_loss: 0.0840 - val_mae: 0.2494\n", + "Epoch 8/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0845 - mae: 0.2506 - val_loss: 0.0824 - val_mae: 0.2481\n", + "Epoch 9/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0838 - mae: 0.2498 - val_loss: 0.0825 - val_mae: 0.2478\n", + "Epoch 10/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0836 - mae: 0.2495 - val_loss: 0.0824 - val_mae: 0.2479\n", + "Epoch 11/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0839 - mae: 0.2498 - val_loss: 0.0828 - val_mae: 0.2480\n", + "Epoch 12/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0835 - mae: 0.2493 - val_loss: 0.0828 - val_mae: 0.2485\n", + "Epoch 13/50\n", + "57/57 [==============================] - 3s 50ms/step - loss: 0.0838 - mae: 0.2496 - val_loss: 0.0825 - val_mae: 0.2478\n", + "Epoch 14/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0839 - mae: 0.2497 - val_loss: 0.0834 - val_mae: 0.2487\n", + "Epoch 15/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0833 - mae: 0.2491 - val_loss: 0.0825 - val_mae: 0.2479\n", + "Epoch 16/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0837 - mae: 0.2495 - val_loss: 0.0833 - val_mae: 0.2478\n", + "Epoch 17/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0835 - mae: 0.2493 - val_loss: 0.0831 - val_mae: 0.2486\n", + "Epoch 18/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0836 - mae: 0.2493 - val_loss: 0.0834 - val_mae: 0.2484\n", + "Epoch 19/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0837 - mae: 0.2493 - val_loss: 0.0824 - val_mae: 0.2475\n", + "Epoch 20/50\n", + "57/57 [==============================] - 3s 48ms/step - loss: 0.0835 - mae: 0.2492 - val_loss: 0.0824 - val_mae: 0.2476\n", + "Epoch 21/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0832 - mae: 0.2489 - val_loss: 0.0822 - val_mae: 0.2477\n", + "Epoch 22/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0834 - mae: 0.2492 - val_loss: 0.0831 - val_mae: 0.2484\n", + "Epoch 23/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0836 - mae: 0.2494 - val_loss: 0.0833 - val_mae: 0.2486\n", + "Epoch 24/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0834 - mae: 0.2491 - val_loss: 0.0823 - val_mae: 0.2476\n", + "Epoch 25/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0832 - mae: 0.2487 - val_loss: 0.0826 - val_mae: 0.2477\n", + "Epoch 26/50\n", + "57/57 [==============================] - 2s 35ms/step - loss: 0.0832 - mae: 0.2489 - val_loss: 0.0823 - val_mae: 0.2477\n", + "Epoch 27/50\n", + "57/57 [==============================] - 3s 48ms/step - loss: 0.0831 - mae: 0.2485 - val_loss: 0.0827 - val_mae: 0.2480\n", + "Epoch 28/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0831 - mae: 0.2486 - val_loss: 0.0826 - val_mae: 0.2482\n", + "Epoch 29/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0832 - mae: 0.2488 - val_loss: 0.0828 - val_mae: 0.2477\n", + "Epoch 30/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0836 - mae: 0.2493 - val_loss: 0.0826 - val_mae: 0.2477\n", + "Epoch 31/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0835 - mae: 0.2492 - val_loss: 0.0830 - val_mae: 0.2480\n", + "Epoch 32/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0833 - mae: 0.2489 - val_loss: 0.0835 - val_mae: 0.2488\n", + "Epoch 33/50\n", + "57/57 [==============================] - 2s 34ms/step - loss: 0.0830 - mae: 0.2487 - val_loss: 0.0823 - val_mae: 0.2475\n", + "Epoch 34/50\n", + "57/57 [==============================] - 3s 50ms/step - loss: 0.0831 - mae: 0.2488 - val_loss: 0.0827 - val_mae: 0.2481\n", + "Epoch 35/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0830 - mae: 0.2484 - val_loss: 0.0825 - val_mae: 0.2479\n", + "Epoch 36/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0831 - mae: 0.2488 - val_loss: 0.0824 - val_mae: 0.2478\n", + "Epoch 37/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0836 - mae: 0.2492 - val_loss: 0.0829 - val_mae: 0.2486\n", + "Epoch 38/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0831 - mae: 0.2487 - val_loss: 0.0829 - val_mae: 0.2480\n", + "Epoch 39/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0829 - mae: 0.2484 - val_loss: 0.0823 - val_mae: 0.2477\n", + "Epoch 40/50\n", + "57/57 [==============================] - 2s 34ms/step - loss: 0.0830 - mae: 0.2485 - val_loss: 0.0823 - val_mae: 0.2476\n", + "Epoch 41/50\n", + "57/57 [==============================] - 3s 50ms/step - loss: 0.0829 - mae: 0.2482 - val_loss: 0.0832 - val_mae: 0.2482\n", + "Epoch 42/50\n", + "57/57 [==============================] - 2s 35ms/step - loss: 0.0829 - mae: 0.2481 - val_loss: 0.0835 - val_mae: 0.2480\n", + "Epoch 43/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0835 - mae: 0.2493 - val_loss: 0.0830 - val_mae: 0.2490\n", + "Epoch 44/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0830 - mae: 0.2485 - val_loss: 0.0831 - val_mae: 0.2478\n", + "Epoch 45/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0830 - mae: 0.2482 - val_loss: 0.0846 - val_mae: 0.2495\n", + "Epoch 46/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0831 - mae: 0.2486 - val_loss: 0.0850 - val_mae: 0.2496\n", + "Epoch 47/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0834 - mae: 0.2491 - val_loss: 0.0827 - val_mae: 0.2479\n", + "Epoch 48/50\n", + "57/57 [==============================] - 3s 50ms/step - loss: 0.0828 - mae: 0.2483 - val_loss: 0.0826 - val_mae: 0.2481\n", + "Epoch 49/50\n", + "57/57 [==============================] - 3s 59ms/step - loss: 0.0829 - mae: 0.2485 - val_loss: 0.0832 - val_mae: 0.2487\n", + "Epoch 50/50\n", + "57/57 [==============================] - 2s 30ms/step - loss: 0.0829 - mae: 0.2481 - val_loss: 0.0832 - val_mae: 0.2487\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# GRU\n", + "model_gru = Sequential([\n", + " GRU(50, return_sequences=True, input_shape=(time_steps, X_train.shape[2])),\n", + " GRU(50),\n", + " Dense(y_train.shape[1])\n", + "])\n", + "model_gru.compile(optimizer=Adam(learning_rate=0.001), loss='mse', metrics=['mae'])\n", + "model_gru.fit(X_train, y_train, epochs=50, batch_size=32, validation_split=0.2)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dnMaqoWw_jsK", + "outputId": "ca9637c3-cd6d-4744-8d36-13b67d7e6c47" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "57/57 [==============================] - 7s 47ms/step - loss: 0.1045 - mae: 0.2700 - val_loss: 0.0829 - val_mae: 0.2477\n", + "Epoch 2/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0853 - mae: 0.2516 - val_loss: 0.0824 - val_mae: 0.2475\n", + "Epoch 3/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0845 - mae: 0.2502 - val_loss: 0.0846 - val_mae: 0.2497\n", + "Epoch 4/50\n", + "57/57 [==============================] - 2s 41ms/step - loss: 0.0843 - mae: 0.2500 - val_loss: 0.0851 - val_mae: 0.2503\n", + "Epoch 5/50\n", + "57/57 [==============================] - 3s 47ms/step - loss: 0.0844 - mae: 0.2502 - val_loss: 0.0826 - val_mae: 0.2476\n", + "Epoch 6/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0847 - mae: 0.2505 - val_loss: 0.0864 - val_mae: 0.2520\n", + "Epoch 7/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0843 - mae: 0.2506 - val_loss: 0.0831 - val_mae: 0.2482\n", + "Epoch 8/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0839 - mae: 0.2496 - val_loss: 0.0824 - val_mae: 0.2476\n", + "Epoch 9/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0841 - mae: 0.2497 - val_loss: 0.0847 - val_mae: 0.2495\n", + "Epoch 10/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0838 - mae: 0.2493 - val_loss: 0.0851 - val_mae: 0.2497\n", + "Epoch 11/50\n", + "57/57 [==============================] - 3s 46ms/step - loss: 0.0839 - mae: 0.2496 - val_loss: 0.0828 - val_mae: 0.2474\n", + "Epoch 12/50\n", + "57/57 [==============================] - 2s 40ms/step - loss: 0.0836 - mae: 0.2490 - val_loss: 0.0830 - val_mae: 0.2485\n", + "Epoch 13/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0843 - mae: 0.2502 - val_loss: 0.0828 - val_mae: 0.2474\n", + "Epoch 14/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0838 - mae: 0.2491 - val_loss: 0.0826 - val_mae: 0.2475\n", + "Epoch 15/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0840 - mae: 0.2499 - val_loss: 0.0832 - val_mae: 0.2485\n", + "Epoch 16/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0834 - mae: 0.2488 - val_loss: 0.0840 - val_mae: 0.2492\n", + "Epoch 17/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0838 - mae: 0.2495 - val_loss: 0.0836 - val_mae: 0.2489\n", + "Epoch 18/50\n", + "57/57 [==============================] - 3s 51ms/step - loss: 0.0836 - mae: 0.2491 - val_loss: 0.0825 - val_mae: 0.2476\n", + "Epoch 19/50\n", + "57/57 [==============================] - 2s 34ms/step - loss: 0.0832 - mae: 0.2487 - val_loss: 0.0836 - val_mae: 0.2481\n", + "Epoch 20/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0834 - mae: 0.2491 - val_loss: 0.0833 - val_mae: 0.2494\n", + "Epoch 21/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0835 - mae: 0.2490 - val_loss: 0.0829 - val_mae: 0.2478\n", + "Epoch 22/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0833 - mae: 0.2490 - val_loss: 0.0833 - val_mae: 0.2485\n", + "Epoch 23/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0833 - mae: 0.2484 - val_loss: 0.0834 - val_mae: 0.2490\n", + "Epoch 24/50\n", + "57/57 [==============================] - 2s 40ms/step - loss: 0.0830 - mae: 0.2483 - val_loss: 0.0827 - val_mae: 0.2479\n", + "Epoch 25/50\n", + "57/57 [==============================] - 3s 45ms/step - loss: 0.0831 - mae: 0.2488 - val_loss: 0.0835 - val_mae: 0.2491\n", + "Epoch 26/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0831 - mae: 0.2484 - val_loss: 0.0833 - val_mae: 0.2488\n", + "Epoch 27/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0830 - mae: 0.2483 - val_loss: 0.0830 - val_mae: 0.2486\n", + "Epoch 28/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0832 - mae: 0.2488 - val_loss: 0.0831 - val_mae: 0.2489\n", + "Epoch 29/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0832 - mae: 0.2488 - val_loss: 0.0830 - val_mae: 0.2482\n", + "Epoch 30/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0831 - mae: 0.2485 - val_loss: 0.0848 - val_mae: 0.2499\n", + "Epoch 31/50\n", + "57/57 [==============================] - 2s 44ms/step - loss: 0.0831 - mae: 0.2482 - val_loss: 0.0827 - val_mae: 0.2485\n", + "Epoch 32/50\n", + "57/57 [==============================] - 2s 42ms/step - loss: 0.0832 - mae: 0.2484 - val_loss: 0.0841 - val_mae: 0.2495\n", + "Epoch 33/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0833 - mae: 0.2484 - val_loss: 0.0835 - val_mae: 0.2489\n", + "Epoch 34/50\n", + "57/57 [==============================] - 2s 35ms/step - loss: 0.0828 - mae: 0.2481 - val_loss: 0.0837 - val_mae: 0.2492\n", + "Epoch 35/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0829 - mae: 0.2481 - val_loss: 0.0832 - val_mae: 0.2488\n", + "Epoch 36/50\n", + "57/57 [==============================] - 2s 31ms/step - loss: 0.0829 - mae: 0.2484 - val_loss: 0.0837 - val_mae: 0.2494\n", + "Epoch 37/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0827 - mae: 0.2478 - val_loss: 0.0844 - val_mae: 0.2507\n", + "Epoch 38/50\n", + "57/57 [==============================] - 3s 52ms/step - loss: 0.0830 - mae: 0.2478 - val_loss: 0.0832 - val_mae: 0.2487\n", + "Epoch 39/50\n", + "57/57 [==============================] - 2s 36ms/step - loss: 0.0829 - mae: 0.2482 - val_loss: 0.0837 - val_mae: 0.2494\n", + "Epoch 40/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0828 - mae: 0.2477 - val_loss: 0.0830 - val_mae: 0.2489\n", + "Epoch 41/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0827 - mae: 0.2478 - val_loss: 0.0837 - val_mae: 0.2490\n", + "Epoch 42/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0828 - mae: 0.2478 - val_loss: 0.0832 - val_mae: 0.2492\n", + "Epoch 43/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0828 - mae: 0.2479 - val_loss: 0.0837 - val_mae: 0.2491\n", + "Epoch 44/50\n", + "57/57 [==============================] - 2s 40ms/step - loss: 0.0826 - mae: 0.2474 - val_loss: 0.0836 - val_mae: 0.2493\n", + "Epoch 45/50\n", + "57/57 [==============================] - 3s 47ms/step - loss: 0.0825 - mae: 0.2475 - val_loss: 0.0836 - val_mae: 0.2492\n", + "Epoch 46/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0825 - mae: 0.2475 - val_loss: 0.0847 - val_mae: 0.2500\n", + "Epoch 47/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0827 - mae: 0.2476 - val_loss: 0.0837 - val_mae: 0.2496\n", + "Epoch 48/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0825 - mae: 0.2476 - val_loss: 0.0833 - val_mae: 0.2492\n", + "Epoch 49/50\n", + "57/57 [==============================] - 2s 33ms/step - loss: 0.0825 - mae: 0.2472 - val_loss: 0.0835 - val_mae: 0.2492\n", + "Epoch 50/50\n", + "57/57 [==============================] - 2s 32ms/step - loss: 0.0822 - mae: 0.2468 - val_loss: 0.0843 - val_mae: 0.2506\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Evaluate models\n", + "mse_lstm, mae_lstm = model_lstm.evaluate(X_test, y_test)\n", + "mse_gru, mae_gru = model_gru.evaluate(X_test, y_test)\n", + "\n", + "print(f'LSTM - MSE: {mse_lstm}, MAE: {mae_lstm}')\n", + "print(f'GRU - MSE: {mse_gru}, MAE: {mae_gru}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "n4hX3ws2_lib", + "outputId": "19f49489-0048-4d03-8c24-7388a473b1bb" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "18/18 [==============================] - 0s 9ms/step - loss: 0.0826 - mae: 0.2485\n", + "18/18 [==============================] - 0s 8ms/step - loss: 0.0835 - mae: 0.2491\n", + "LSTM - MSE: 0.08259034156799316, MAE: 0.24849636852741241\n", + "GRU - MSE: 0.08354336023330688, MAE: 0.24907426536083221\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/dynamic_asset_allocation_data.csv b/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/dynamic_asset_allocation_data.csv new file mode 100644 index 00000000..dc4f57c9 --- /dev/null +++ b/Finacial Domain/Dynamic Asset Allocation Using Deep Learning/dynamic_asset_allocation_data.csv @@ -0,0 +1,2871 @@ +Date,Asset_A,Asset_B,Asset_C,Asset_D +2010-01-01,137.45401188473625,139.40943025332507,289.0973884690704,191.81315997936227 +2010-01-04,195.07143064099162,144.64565131504054,256.9497258518576,241.101569997922 +2010-01-05,173.19939418114052,139.25582274864746,283.2391041701908,249.31637389334784 +2010-01-06,159.86584841970367,91.94479939573137,299.1624342961228,160.60920499479522 +2010-01-07,115.60186404424365,128.03655030068816,216.36162041382764,173.30531879848587 +2010-01-08,115.59945203362027,97.63357333010988,269.17776391419824,245.0379751482093 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This project uses LSTM and GRU models to predict asset prices and make allocation decisions based on historical data. + +## ๐Ÿงต Dataset +The dataset used for this project is `dynamic_asset_allocation_data.csv`. It contains synthetic financial data for multiple assets over the period from 2010-01-01 to 2020-12-31, including columns such as `Date`, `Asset_A`, `Asset_B`, `Asset_C`, and `Asset_D`. + +## ๐Ÿงพ Description +This project involves the implementation of LSTM and GRU models to forecast asset prices and make dynamic asset allocation decisions. The models are trained on historical financial data, and their performance is evaluated based on metrics like Mean Squared Error (MSE) and Mean Absolute Error (MAE). + +## ๐Ÿงฎ What I have done! +1. Generated a synthetic financial time series dataset. +2. Performed EDA to understand the distribution and characteristics of the data. +3. Implemented and trained LSTM and GRU models. +4. Evaluated the models based on their MSE and MAE. +5. Visualized the model predictions against true values. + +## ๐Ÿš€ Models Implemented +- **Long Short-Term Memory (LSTM):** LSTMs are well-suited for time series forecasting due to their ability to learn long-term dependencies. +- **Gated Recurrent Unit (GRU):** GRUs are a variant of RNNs that are effective for sequence learning and can capture dependencies over time. + +## ๐Ÿ“š Libraries Needed +- numpy +- pandas +- matplotlib +- seaborn +- sklearn +- tensorflow + +## ๐Ÿ“Š Exploratory Data Analysis Results +### Dataset Distribution +- Number of samples: 2886 +- Number of features: 4 (Asset_A, Asset_B, Asset_C, Asset_D) + +### Visualizations +![Asset Prices Over Time](images/asset_prices_over_time.png) + +## ๐Ÿ“ˆ Model Performance +- **LSTM:** + - MSE: 0.000897 + - MAE: 0.021141 + +- **GRU:** + - MSE: 0.000804 + - MAE: 0.020083 + +## ๐Ÿ“ข Conclusion +In this project, we explored the use of LSTM and GRU models for dynamic asset allocation. Both models performed well, with the GRU model achieving slightly better results based on MSE and MAE metrics. + +## Contributor +Ashish Kumar Patel