nerualNet_in_10min.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "nerualNet-in-10min.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/jahanzeb-j/ML-Practice/blob/main/nerualNet_in_10min.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NBeqawmbdzRx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6f702716-f7b8-420b-f2da-08e6661b0218"
      },
      "source": [
        "#importing tensorflow\n",
        "import tensorflow as tf\n",
        "#from tensorflow import keras //incase you like using keras :)\n",
        "\n",
        "#Neural net\n",
        "model = tf.keras.Sequential([keras.layers.Dense(units=1,input_shape=[1])])\n",
        "model.compile(optimizer='sgd',loss='mean_squared_error')\n",
        "\n",
        "#Input Data\n",
        "num_of_flats = (1,2,3,4,5,6,7)\n",
        "price_of_house = (10000,20000,30000,40000,50000,60000,70000)\n",
        "\n",
        "#Training Neural Net\n",
        "model.fit(num_of_flats,price_of_house,epochs = 500)\n",
        "\n",
        "#Predicting the price of a house with 10 flats\n",
        "print(model.predict([10.0]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/500\n",
            "1/1 [==============================] - 1s 516ms/step - loss: 2000539392.0000\n",
            "Epoch 2/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 682423872.0000\n",
            "Epoch 3/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 233108016.0000\n",
            "Epoch 4/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 79943952.0000\n",
            "Epoch 5/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 27730498.0000\n",
            "Epoch 6/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 9928541.0000\n",
            "Epoch 7/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 3856675.5000\n",
            "Epoch 8/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 1783293.1250\n",
            "Epoch 9/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 1072934.0000\n",
            "Epoch 10/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 827217.5000\n",
            "Epoch 11/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 739919.3125\n",
            "Epoch 12/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 706647.5000\n",
            "Epoch 13/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 691817.1875\n",
            "Epoch 14/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 683301.4375\n",
            "Epoch 15/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 676966.1250\n",
            "Epoch 16/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 671396.1875\n",
            "Epoch 17/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 666117.1875\n",
            "Epoch 18/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 660960.5625\n",
            "Epoch 19/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 655875.3125\n",
            "Epoch 20/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 650834.0000\n",
            "Epoch 21/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 645838.0000\n",
            "Epoch 22/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 640880.4375\n",
            "Epoch 23/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 635963.6875\n",
            "Epoch 24/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 631082.3125\n",
            "Epoch 25/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 626238.1875\n",
            "Epoch 26/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 621431.8750\n",
            "Epoch 27/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 616663.9375\n",
            "Epoch 28/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 611929.6250\n",
            "Epoch 29/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 607234.3125\n",
            "Epoch 30/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 602573.1875\n",
            "Epoch 31/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 597949.3750\n",
            "Epoch 32/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 593360.8750\n",
            "Epoch 33/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 588807.6250\n",
            "Epoch 34/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 584289.0625\n",
            "Epoch 35/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 579803.3750\n",
            "Epoch 36/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 575355.1250\n",
            "Epoch 37/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 570938.1250\n",
            "Epoch 38/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 566555.6875\n",
            "Epoch 39/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 562208.9375\n",
            "Epoch 40/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 557892.9375\n",
            "Epoch 41/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 553612.1250\n",
            "Epoch 42/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 549362.6875\n",
            "Epoch 43/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 545147.1875\n",
            "Epoch 44/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 540963.6875\n",
            "Epoch 45/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 536811.2500\n",
            "Epoch 46/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 532691.6250\n",
            "Epoch 47/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 528603.2500\n",
            "Epoch 48/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 524547.1250\n",
            "Epoch 49/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 520521.7812\n",
            "Epoch 50/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 516525.6562\n",
            "Epoch 51/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 512562.2812\n",
            "Epoch 52/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 508628.6875\n",
            "Epoch 53/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 504725.5000\n",
            "Epoch 54/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 500850.4688\n",
            "Epoch 55/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 497007.2500\n",
            "Epoch 56/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 493192.0938\n",
            "Epoch 57/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 489407.6875\n",
            "Epoch 58/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 485652.0625\n",
            "Epoch 59/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 481925.2188\n",
            "Epoch 60/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 478225.0000\n",
            "Epoch 61/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 474555.2812\n",
            "Epoch 62/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 470913.7188\n",
            "Epoch 63/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 467298.9375\n",
            "Epoch 64/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 463712.3438\n",
            "Epoch 65/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 460154.5625\n",
            "Epoch 66/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 456622.5000\n",
            "Epoch 67/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 453117.3438\n",
            "Epoch 68/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 449641.4375\n",
            "Epoch 69/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 446189.5312\n",
            "Epoch 70/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 442764.6562\n",
            "Epoch 71/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 439366.8125\n",
            "Epoch 72/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 435995.5625\n",
            "Epoch 73/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 432649.0000\n",
            "Epoch 74/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 429329.2500\n",
            "Epoch 75/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 426034.9375\n",
            "Epoch 76/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 422764.7188\n",
            "Epoch 77/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 419519.2500\n",
            "Epoch 78/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 416300.3438\n",
            "Epoch 79/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 413105.9375\n",
            "Epoch 80/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 409934.4062\n",
            "Epoch 81/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 406789.4062\n",
            "Epoch 82/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 403666.5625\n",
            "Epoch 83/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 400569.8438\n",
            "Epoch 84/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 397494.0625\n",
            "Epoch 85/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 394443.9062\n",
            "Epoch 86/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 391417.3125\n",
            "Epoch 87/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 388413.0625\n",
            "Epoch 88/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 385431.7812\n",
            "Epoch 89/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 382473.8125\n",
            "Epoch 90/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 379538.6562\n",
            "Epoch 91/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 376626.5312\n",
            "Epoch 92/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 373735.0312\n",
            "Epoch 93/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 370867.5938\n",
            "Epoch 94/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 368021.1562\n",
            "Epoch 95/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 365197.7500\n",
            "Epoch 96/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 362393.2500\n",
            "Epoch 97/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 359613.1562\n",
            "Epoch 98/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 356852.1562\n",
            "Epoch 99/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 354114.5625\n",
            "Epoch 100/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 351395.7812\n",
            "Epoch 101/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 348700.5938\n",
            "Epoch 102/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 346023.2500\n",
            "Epoch 103/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 343367.5625\n",
            "Epoch 104/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 340732.3438\n",
            "Epoch 105/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 338117.5000\n",
            "Epoch 106/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 335522.5000\n",
            "Epoch 107/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 332946.4062\n",
            "Epoch 108/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 330392.6562\n",
            "Epoch 109/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 327856.2500\n",
            "Epoch 110/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 325339.9062\n",
            "Epoch 111/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 322842.8438\n",
            "Epoch 112/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 320365.5938\n",
            "Epoch 113/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 317906.9375\n",
            "Epoch 114/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 315465.9375\n",
            "Epoch 115/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 313045.2500\n",
            "Epoch 116/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 310643.9688\n",
            "Epoch 117/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 308259.5625\n",
            "Epoch 118/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 305894.0312\n",
            "Epoch 119/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 303547.0938\n",
            "Epoch 120/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 301216.5000\n",
            "Epoch 121/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 298905.2812\n",
            "Epoch 122/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 296611.3125\n",
            "Epoch 123/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 294333.6250\n",
            "Epoch 124/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 292074.8438\n",
            "Epoch 125/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 289834.0625\n",
            "Epoch 126/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 287609.7812\n",
            "Epoch 127/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 285401.8438\n",
            "Epoch 128/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 283212.0312\n",
            "Epoch 129/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 281037.7188\n",
            "Epoch 130/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 278881.9688\n",
            "Epoch 131/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 276741.0000\n",
            "Epoch 132/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 274616.5312\n",
            "Epoch 133/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 272509.3438\n",
            "Epoch 134/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 270417.0625\n",
            "Epoch 135/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 268343.5312\n",
            "Epoch 136/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 266282.9062\n",
            "Epoch 137/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 264238.8125\n",
            "Epoch 138/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 262212.1250\n",
            "Epoch 139/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 260198.9219\n",
            "Epoch 140/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 258202.4688\n",
            "Epoch 141/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 256220.5781\n",
            "Epoch 142/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 254254.1719\n",
            "Epoch 143/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 252302.9219\n",
            "Epoch 144/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 250367.0938\n",
            "Epoch 145/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 248444.8281\n",
            "Epoch 146/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 246539.3594\n",
            "Epoch 147/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 244646.9219\n",
            "Epoch 148/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 242769.2656\n",
            "Epoch 149/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 240905.0156\n",
            "Epoch 150/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 239056.2188\n",
            "Epoch 151/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 237222.2969\n",
            "Epoch 152/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 235401.2344\n",
            "Epoch 153/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 233595.0938\n",
            "Epoch 154/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 231802.2188\n",
            "Epoch 155/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 230022.2969\n",
            "Epoch 156/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 228258.3438\n",
            "Epoch 157/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 226506.5312\n",
            "Epoch 158/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 224767.7500\n",
            "Epoch 159/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 223042.7031\n",
            "Epoch 160/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 221330.7188\n",
            "Epoch 161/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 219632.5781\n",
            "Epoch 162/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 217947.7031\n",
            "Epoch 163/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 216274.1406\n",
            "Epoch 164/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 214614.7188\n",
            "Epoch 165/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 212968.0312\n",
            "Epoch 166/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 211332.3906\n",
            "Epoch 167/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 209710.6719\n",
            "Epoch 168/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 208101.7188\n",
            "Epoch 169/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 206505.1094\n",
            "Epoch 170/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 204919.1719\n",
            "Epoch 171/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 203346.9531\n",
            "Epoch 172/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 201785.8906\n",
            "Epoch 173/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 200237.5469\n",
            "Epoch 174/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 198699.7188\n",
            "Epoch 175/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 197176.1719\n",
            "Epoch 176/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 195661.8750\n",
            "Epoch 177/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 194160.5156\n",
            "Epoch 178/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 192670.3750\n",
            "Epoch 179/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 191192.4844\n",
            "Epoch 180/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 189724.7500\n",
            "Epoch 181/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 188269.1250\n",
            "Epoch 182/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 186823.3438\n",
            "Epoch 183/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 185390.1250\n",
            "Epoch 184/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 183967.6250\n",
            "Epoch 185/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 182555.4531\n",
            "Epoch 186/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 181154.3906\n",
            "Epoch 187/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 179764.4531\n",
            "Epoch 188/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 178384.0781\n",
            "Epoch 189/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 177015.3281\n",
            "Epoch 190/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 175656.7812\n",
            "Epoch 191/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 174308.1562\n",
            "Epoch 192/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 172971.3594\n",
            "Epoch 193/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 171643.1250\n",
            "Epoch 194/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 170325.7500\n",
            "Epoch 195/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 169018.7344\n",
            "Epoch 196/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 167722.0469\n",
            "Epoch 197/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 166434.7812\n",
            "Epoch 198/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 165157.2188\n",
            "Epoch 199/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 163890.4844\n",
            "Epoch 200/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 162632.1719\n",
            "Epoch 201/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 161383.5312\n",
            "Epoch 202/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 160144.7188\n",
            "Epoch 203/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 158915.6719\n",
            "Epoch 204/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 157696.9844\n",
            "Epoch 205/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 156486.4219\n",
            "Epoch 206/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 155285.2969\n",
            "Epoch 207/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 154094.3594\n",
            "Epoch 208/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 152910.6094\n",
            "Epoch 209/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 151737.7031\n",
            "Epoch 210/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 150572.3906\n",
            "Epoch 211/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 149416.5781\n",
            "Epoch 212/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 148269.8438\n",
            "Epoch 213/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 147132.7344\n",
            "Epoch 214/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 146003.3906\n",
            "Epoch 215/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 144883.2812\n",
            "Epoch 216/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 143770.3438\n",
            "Epoch 217/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 142667.1250\n",
            "Epoch 218/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 141572.8750\n",
            "Epoch 219/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 140485.7969\n",
            "Epoch 220/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 139407.6719\n",
            "Epoch 221/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 138337.2812\n",
            "Epoch 222/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 137275.5938\n",
            "Epoch 223/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 136222.4375\n",
            "Epoch 224/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 135176.9688\n",
            "Epoch 225/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 134140.2500\n",
            "Epoch 226/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 133110.5781\n",
            "Epoch 227/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 132089.0000\n",
            "Epoch 228/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 131075.1875\n",
            "Epoch 229/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 130069.1875\n",
            "Epoch 230/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 129070.8906\n",
            "Epoch 231/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 128080.0547\n",
            "Epoch 232/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 127096.9219\n",
            "Epoch 233/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 126121.3828\n",
            "Epoch 234/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 125153.6953\n",
            "Epoch 235/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 124193.1953\n",
            "Epoch 236/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 123240.4531\n",
            "Epoch 237/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 122294.3984\n",
            "Epoch 238/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 121356.1953\n",
            "Epoch 239/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 120424.4453\n",
            "Epoch 240/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 119500.0000\n",
            "Epoch 241/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 118582.8984\n",
            "Epoch 242/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 117673.4609\n",
            "Epoch 243/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 116770.5078\n",
            "Epoch 244/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 115873.4922\n",
            "Epoch 245/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 114984.1484\n",
            "Epoch 246/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 114102.2578\n",
            "Epoch 247/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 113226.6797\n",
            "Epoch 248/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 112357.7969\n",
            "Epoch 249/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 111495.2109\n",
            "Epoch 250/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 110639.2734\n",
            "Epoch 251/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 109790.3203\n",
            "Epoch 252/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 108948.2656\n",
            "Epoch 253/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 108111.6172\n",
            "Epoch 254/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 107281.4375\n",
            "Epoch 255/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 106458.8828\n",
            "Epoch 256/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 105641.4531\n",
            "Epoch 257/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 104830.6484\n",
            "Epoch 258/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 104026.5156\n",
            "Epoch 259/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 103227.3359\n",
            "Epoch 260/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 102435.8125\n",
            "Epoch 261/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 101649.6875\n",
            "Epoch 262/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 100869.4766\n",
            "Epoch 263/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 100094.9453\n",
            "Epoch 264/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 99326.3984\n",
            "Epoch 265/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 98564.2578\n",
            "Epoch 266/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 97808.4766\n",
            "Epoch 267/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 97057.9453\n",
            "Epoch 268/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 96312.4453\n",
            "Epoch 269/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 95573.8516\n",
            "Epoch 270/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 94840.2109\n",
            "Epoch 271/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 94112.4609\n",
            "Epoch 272/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 93389.6875\n",
            "Epoch 273/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 92673.6016\n",
            "Epoch 274/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 91961.8281\n",
            "Epoch 275/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 91256.2734\n",
            "Epoch 276/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 90555.3906\n",
            "Epoch 277/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 89861.2578\n",
            "Epoch 278/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 89171.3516\n",
            "Epoch 279/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 88486.7734\n",
            "Epoch 280/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 87807.4766\n",
            "Epoch 281/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 87133.6641\n",
            "Epoch 282/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 86465.3359\n",
            "Epoch 283/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 85801.8516\n",
            "Epoch 284/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 85143.1641\n",
            "Epoch 285/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 84489.8203\n",
            "Epoch 286/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 83841.0234\n",
            "Epoch 287/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 83197.6016\n",
            "Epoch 288/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 82559.6406\n",
            "Epoch 289/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 81925.8281\n",
            "Epoch 290/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 81296.8906\n",
            "Epoch 291/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 80672.4609\n",
            "Epoch 292/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 80054.1172\n",
            "Epoch 293/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 79439.0000\n",
            "Epoch 294/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 78829.3672\n",
            "Epoch 295/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 78224.9141\n",
            "Epoch 296/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 77624.7344\n",
            "Epoch 297/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 77028.7031\n",
            "Epoch 298/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 76437.4609\n",
            "Epoch 299/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 75851.1719\n",
            "Epoch 300/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 75268.7734\n",
            "Epoch 301/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 74691.1719\n",
            "Epoch 302/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 74117.6719\n",
            "Epoch 303/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 73548.7578\n",
            "Epoch 304/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 72984.1328\n",
            "Epoch 305/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 72424.5156\n",
            "Epoch 306/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 71868.5312\n",
            "Epoch 307/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 71317.3828\n",
            "Epoch 308/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 70769.2109\n",
            "Epoch 309/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 70226.3438\n",
            "Epoch 310/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 69687.5078\n",
            "Epoch 311/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 69152.6406\n",
            "Epoch 312/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 68621.4766\n",
            "Epoch 313/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 68095.1328\n",
            "Epoch 314/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 67572.5859\n",
            "Epoch 315/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 67054.1172\n",
            "Epoch 316/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 66539.7109\n",
            "Epoch 317/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 66028.5078\n",
            "Epoch 318/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 65521.8711\n",
            "Epoch 319/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 65019.4375\n",
            "Epoch 320/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 64519.8125\n",
            "Epoch 321/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 64025.3086\n",
            "Epoch 322/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 63533.3320\n",
            "Epoch 323/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 63046.2539\n",
            "Epoch 324/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 62562.4258\n",
            "Epoch 325/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 62081.7070\n",
            "Epoch 326/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 61605.6523\n",
            "Epoch 327/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 61132.6211\n",
            "Epoch 328/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 60663.4727\n",
            "Epoch 329/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 60197.9883\n",
            "Epoch 330/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 59735.9453\n",
            "Epoch 331/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 59277.3633\n",
            "Epoch 332/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 58822.2539\n",
            "Epoch 333/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 58371.0234\n",
            "Epoch 334/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 57923.4766\n",
            "Epoch 335/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 57478.7578\n",
            "Epoch 336/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 57037.6602\n",
            "Epoch 337/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 56599.9062\n",
            "Epoch 338/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 56165.8711\n",
            "Epoch 339/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 55734.1562\n",
            "Epoch 340/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 55306.7383\n",
            "Epoch 341/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 54882.2773\n",
            "Epoch 342/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 54461.0977\n",
            "Epoch 343/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 54042.8398\n",
            "Epoch 344/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 53628.3945\n",
            "Epoch 345/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 53216.5625\n",
            "Epoch 346/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 52808.1172\n",
            "Epoch 347/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 52403.0000\n",
            "Epoch 348/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 52000.4141\n",
            "Epoch 349/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 51601.6328\n",
            "Epoch 350/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 51205.3438\n",
            "Epoch 351/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 50812.6602\n",
            "Epoch 352/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 50422.6250\n",
            "Epoch 353/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 50035.6836\n",
            "Epoch 354/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 49651.4766\n",
            "Epoch 355/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 49270.4922\n",
            "Epoch 356/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 48892.4492\n",
            "Epoch 357/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 48517.0977\n",
            "Epoch 358/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 48144.7578\n",
            "Epoch 359/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 47775.4453\n",
            "Epoch 360/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 47408.7852\n",
            "Epoch 361/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 47045.0898\n",
            "Epoch 362/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 46683.5000\n",
            "Epoch 363/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 46325.3789\n",
            "Epoch 364/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 45970.0742\n",
            "Epoch 365/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 45617.5430\n",
            "Epoch 366/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 45267.3047\n",
            "Epoch 367/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 44919.5430\n",
            "Epoch 368/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 44574.7812\n",
            "Epoch 369/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 44232.6992\n",
            "Epoch 370/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 43893.5000\n",
            "Epoch 371/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 43556.6484\n",
            "Epoch 372/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 43222.4805\n",
            "Epoch 373/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 42890.7148\n",
            "Epoch 374/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 42561.0234\n",
            "Epoch 375/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 42234.3984\n",
            "Epoch 376/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 41910.9961\n",
            "Epoch 377/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 41589.0117\n",
            "Epoch 378/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 41269.4492\n",
            "Epoch 379/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 40953.3086\n",
            "Epoch 380/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 40638.3867\n",
            "Epoch 381/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 40326.7695\n",
            "Epoch 382/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 40017.4453\n",
            "Epoch 383/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 39709.8828\n",
            "Epoch 384/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 39405.3320\n",
            "Epoch 385/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 39103.2695\n",
            "Epoch 386/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 38803.0078\n",
            "Epoch 387/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 38504.9766\n",
            "Epoch 388/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 38209.5625\n",
            "Epoch 389/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 37916.5859\n",
            "Epoch 390/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 37625.3711\n",
            "Epoch 391/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 37336.7266\n",
            "Epoch 392/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 37050.0742\n",
            "Epoch 393/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 36765.9609\n",
            "Epoch 394/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 36483.4883\n",
            "Epoch 395/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 36203.2188\n",
            "Epoch 396/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 35925.9883\n",
            "Epoch 397/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 35650.0742\n",
            "Epoch 398/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 35376.5391\n",
            "Epoch 399/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 35105.0508\n",
            "Epoch 400/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 34835.4883\n",
            "Epoch 401/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 34568.1055\n",
            "Epoch 402/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 34302.9023\n",
            "Epoch 403/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 34039.3398\n",
            "Epoch 404/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 33778.0859\n",
            "Epoch 405/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 33519.1992\n",
            "Epoch 406/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 33261.9805\n",
            "Epoch 407/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 33006.6016\n",
            "Epoch 408/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 32753.4512\n",
            "Epoch 409/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 32502.0469\n",
            "Epoch 410/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 32252.5469\n",
            "Epoch 411/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 32005.0488\n",
            "Epoch 412/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 31759.7070\n",
            "Epoch 413/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 31515.7207\n",
            "Epoch 414/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 31273.5098\n",
            "Epoch 415/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 31033.5840\n",
            "Epoch 416/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 30795.5488\n",
            "Epoch 417/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 30559.2012\n",
            "Epoch 418/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 30324.8438\n",
            "Epoch 419/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 30092.0430\n",
            "Epoch 420/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 29861.0488\n",
            "Epoch 421/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 29631.5918\n",
            "Epoch 422/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 29404.5723\n",
            "Epoch 423/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 29178.7910\n",
            "Epoch 424/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 28954.7559\n",
            "Epoch 425/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 28732.1699\n",
            "Epoch 426/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 28512.0449\n",
            "Epoch 427/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 28293.4316\n",
            "Epoch 428/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 28076.2402\n",
            "Epoch 429/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 27860.6211\n",
            "Epoch 430/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 27646.7871\n",
            "Epoch 431/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 27434.6074\n",
            "Epoch 432/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 27224.0488\n",
            "Epoch 433/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 27015.0352\n",
            "Epoch 434/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 26807.7207\n",
            "Epoch 435/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 26602.0605\n",
            "Epoch 436/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 26398.1270\n",
            "Epoch 437/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 26195.5664\n",
            "Epoch 438/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 25994.3926\n",
            "Epoch 439/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 25794.9180\n",
            "Epoch 440/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 25596.7949\n",
            "Epoch 441/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 25400.5449\n",
            "Epoch 442/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 25205.2324\n",
            "Epoch 443/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 25012.3145\n",
            "Epoch 444/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 24820.2520\n",
            "Epoch 445/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 24629.6895\n",
            "Epoch 446/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 24440.7793\n",
            "Epoch 447/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 24252.9629\n",
            "Epoch 448/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 24066.6836\n",
            "Epoch 449/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 23882.4082\n",
            "Epoch 450/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 23699.0176\n",
            "Epoch 451/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 23516.8184\n",
            "Epoch 452/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 23336.4043\n",
            "Epoch 453/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 23157.3652\n",
            "Epoch 454/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 22979.5039\n",
            "Epoch 455/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 22803.3750\n",
            "Epoch 456/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 22628.2344\n",
            "Epoch 457/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 22454.6230\n",
            "Epoch 458/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 22282.4570\n",
            "Epoch 459/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 22111.2676\n",
            "Epoch 460/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 21941.8320\n",
            "Epoch 461/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 21773.4531\n",
            "Epoch 462/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 21606.3184\n",
            "Epoch 463/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 21440.3613\n",
            "Epoch 464/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 21275.8887\n",
            "Epoch 465/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 21112.3281\n",
            "Epoch 466/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 20950.6445\n",
            "Epoch 467/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 20789.6895\n",
            "Epoch 468/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 20630.1738\n",
            "Epoch 469/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 20471.8535\n",
            "Epoch 470/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 20314.7715\n",
            "Epoch 471/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 20158.6387\n",
            "Epoch 472/500\n",
            "1/1 [==============================] - 0s 14ms/step - loss: 20004.1523\n",
            "Epoch 473/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 19850.4727\n",
            "Epoch 474/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 19698.0781\n",
            "Epoch 475/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 19546.9492\n",
            "Epoch 476/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 19396.9512\n",
            "Epoch 477/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 19248.1152\n",
            "Epoch 478/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 19100.5605\n",
            "Epoch 479/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 18953.6289\n",
            "Epoch 480/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 18808.6055\n",
            "Epoch 481/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 18663.7949\n",
            "Epoch 482/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 18520.9238\n",
            "Epoch 483/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 18378.8281\n",
            "Epoch 484/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 18237.5762\n",
            "Epoch 485/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 18097.5566\n",
            "Epoch 486/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 17958.7090\n",
            "Epoch 487/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 17821.0254\n",
            "Epoch 488/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 17684.2129\n",
            "Epoch 489/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 17548.4590\n",
            "Epoch 490/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 17413.6953\n",
            "Epoch 491/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 17280.2500\n",
            "Epoch 492/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 17147.3066\n",
            "Epoch 493/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 17015.9902\n",
            "Epoch 494/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 16885.2793\n",
            "Epoch 495/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 16755.7539\n",
            "Epoch 496/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 16626.7578\n",
            "Epoch 497/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 16499.3613\n",
            "Epoch 498/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 16372.9717\n",
            "Epoch 499/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 16246.9404\n",
            "Epoch 500/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 16122.4453\n",
            "[[99711.734]]\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}