TensorflowByGoogle.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TensorflowByGoogle.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNDEklJmQFbKcWegv2BTje8",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MennaEwas/GoogleMLAcademy/blob/main/TensorflowByGoogle.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "7A6aVGdwwHZC"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "from tensorflow import keras"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = tf.keras.Sequential([keras.layers.Dense(units = 1, input_shape = [1])])"
      ],
      "metadata": {
        "id": "MEx4HR6t0IQ7"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer = \"sgd\", loss = \"mean_squared_error\")"
      ],
      "metadata": {
        "id": "lia6h1I60K8v"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "xs = np.array([-1.0, 0.0, 1.0, 2.0, 3.0, 4.0], dtype = \"float\")\n",
        "ys = np.array([-2.0, 1.0, 4.0, 7.0, 10.0, 13.0], dtype = \"float\")"
      ],
      "metadata": {
        "id": "nyEy14JP0MT4"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(xs, ys, epochs = 500)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pknLlvgJ0Nuo",
        "outputId": "588c9548-6257-4f3e-ca4f-9a4677e033ab"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 63.4720\n",
            "Epoch 2/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 49.9395\n",
            "Epoch 3/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 39.2927\n",
            "Epoch 4/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 30.9162\n",
            "Epoch 5/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 24.3260\n",
            "Epoch 6/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 19.1410\n",
            "Epoch 7/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 15.0617\n",
            "Epoch 8/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 11.8522\n",
            "Epoch 9/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.3271\n",
            "Epoch 10/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 7.3405\n",
            "Epoch 11/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 5.7774\n",
            "Epoch 12/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 4.5476\n",
            "Epoch 13/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 3.5800\n",
            "Epoch 14/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 2.8187\n",
            "Epoch 15/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 2.2197\n",
            "Epoch 16/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 1.7484\n",
            "Epoch 17/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 1.3776\n",
            "Epoch 18/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 1.0858\n",
            "Epoch 19/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.8562\n",
            "Epoch 20/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.6755\n",
            "Epoch 21/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.5333\n",
            "Epoch 22/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.4214\n",
            "Epoch 23/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.3333\n",
            "Epoch 24/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.2640\n",
            "Epoch 25/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.2094\n",
            "Epoch 26/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.1664\n",
            "Epoch 27/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.1326\n",
            "Epoch 28/500\n",
            "1/1 [==============================] - 0s 15ms/step - loss: 0.1059\n",
            "Epoch 29/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0849\n",
            "Epoch 30/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0683\n",
            "Epoch 31/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0552\n",
            "Epoch 32/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0449\n",
            "Epoch 33/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0368\n",
            "Epoch 34/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0304\n",
            "Epoch 35/500\n",
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            "Epoch 36/500\n",
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            "Epoch 37/500\n",
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            "1/1 [==============================] - 0s 6ms/step - loss: 0.0069\n",
            "Epoch 47/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0065\n",
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            "1/1 [==============================] - 0s 6ms/step - loss: 0.0059\n",
            "Epoch 50/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0057\n",
            "Epoch 51/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0054\n",
            "Epoch 52/500\n",
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            "Epoch 54/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0049\n",
            "Epoch 55/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 0.0048\n",
            "Epoch 56/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0047\n",
            "Epoch 57/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0046\n",
            "Epoch 58/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 0.0044\n",
            "Epoch 59/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0043\n",
            "Epoch 60/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0042\n",
            "Epoch 61/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0041\n",
            "Epoch 62/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0040\n",
            "Epoch 63/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0040\n",
            "Epoch 64/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0039\n",
            "Epoch 65/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0038\n",
            "Epoch 66/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0037\n",
            "Epoch 67/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0036\n",
            "Epoch 68/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0036\n",
            "Epoch 69/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 0.0035\n",
            "Epoch 70/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0034\n",
            "Epoch 71/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0033\n",
            "Epoch 72/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0033\n",
            "Epoch 73/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0032\n",
            "Epoch 74/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0031\n",
            "Epoch 75/500\n",
            "1/1 [==============================] - 0s 16ms/step - loss: 0.0031\n",
            "Epoch 76/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 0.0030\n",
            "Epoch 77/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 0.0029\n",
            "Epoch 78/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0029\n",
            "Epoch 79/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0028\n",
            "Epoch 80/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 0.0028\n",
            "Epoch 81/500\n",
            "1/1 [==============================] - 0s 15ms/step - loss: 0.0027\n",
            "Epoch 82/500\n",
            "1/1 [==============================] - 0s 13ms/step - loss: 0.0027\n",
            "Epoch 83/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 0.0026\n",
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            "1/1 [==============================] - 0s 7ms/step - loss: 0.0025\n",
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            "Epoch 88/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0023\n",
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            "1/1 [==============================] - 0s 5ms/step - loss: 0.0020\n",
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            "1/1 [==============================] - 0s 4ms/step - loss: 0.0019\n",
            "Epoch 98/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0019\n",
            "Epoch 99/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0019\n",
            "Epoch 100/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0018\n",
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            "1/1 [==============================] - 0s 5ms/step - loss: 0.0018\n",
            "Epoch 102/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0018\n",
            "Epoch 103/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0017\n",
            "Epoch 104/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0017\n",
            "Epoch 105/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0016\n",
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            "1/1 [==============================] - 0s 4ms/step - loss: 0.0016\n",
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            "1/1 [==============================] - 0s 4ms/step - loss: 0.0016\n",
            "Epoch 108/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0015\n",
            "Epoch 109/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0015\n",
            "Epoch 110/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0015\n",
            "Epoch 111/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0015\n",
            "Epoch 112/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0014\n",
            "Epoch 113/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0014\n",
            "Epoch 114/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0014\n",
            "Epoch 115/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0013\n",
            "Epoch 116/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0013\n",
            "Epoch 117/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0013\n",
            "Epoch 118/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0013\n",
            "Epoch 119/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0012\n",
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            "Epoch 122/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0012\n",
            "Epoch 123/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 0.0011\n",
            "Epoch 124/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 0.0011\n",
            "Epoch 125/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 0.0011\n",
            "Epoch 126/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 0.0011\n",
            "Epoch 127/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 0.0010\n",
            "Epoch 128/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0010\n",
            "Epoch 129/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 0.0010\n",
            "Epoch 130/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.7986e-04\n",
            "Epoch 131/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 9.5973e-04\n",
            "Epoch 132/500\n",
            "1/1 [==============================] - 0s 3ms/step - loss: 9.4001e-04\n",
            "Epoch 133/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.2071e-04\n",
            "Epoch 134/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 9.0179e-04\n",
            "Epoch 135/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 8.8327e-04\n",
            "Epoch 136/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 8.6513e-04\n",
            "Epoch 137/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 8.4736e-04\n",
            "Epoch 138/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 8.2995e-04\n",
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            "1/1 [==============================] - 0s 4ms/step - loss: 8.1291e-04\n",
            "Epoch 140/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 7.9620e-04\n",
            "Epoch 141/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 7.7985e-04\n",
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            "1/1 [==============================] - 0s 5ms/step - loss: 7.6383e-04\n",
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            "1/1 [==============================] - 0s 5ms/step - loss: 7.3278e-04\n",
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            "1/1 [==============================] - 0s 5ms/step - loss: 6.7440e-04\n",
            "Epoch 149/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 6.6055e-04\n",
            "Epoch 150/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 6.4698e-04\n",
            "Epoch 151/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 6.3369e-04\n",
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            "1/1 [==============================] - 0s 4ms/step - loss: 6.2067e-04\n",
            "Epoch 153/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 6.0792e-04\n",
            "Epoch 154/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.9543e-04\n",
            "Epoch 155/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.8320e-04\n",
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            "Epoch 157/500\n",
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            "1/1 [==============================] - 0s 11ms/step - loss: 5.0434e-04\n",
            "Epoch 163/500\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 4.9398e-04\n",
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            "Epoch 167/500\n",
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            "Epoch 168/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 4.4530e-04\n",
            "Epoch 169/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 4.3615e-04\n",
            "Epoch 170/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.2719e-04\n",
            "Epoch 171/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 4.1841e-04\n",
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            "1/1 [==============================] - 0s 28ms/step - loss: 4.0982e-04\n",
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            "1/1 [==============================] - 0s 18ms/step - loss: 4.0140e-04\n",
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            "1/1 [==============================] - 0s 9ms/step - loss: 3.9315e-04\n",
            "Epoch 175/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 3.8508e-04\n",
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            "Epoch 377/500\n",
            "1/1 [==============================] - 0s 12ms/step - loss: 5.8180e-06\n",
            "Epoch 378/500\n",
            "1/1 [==============================] - 0s 12ms/step - loss: 5.6979e-06\n",
            "Epoch 379/500\n",
            "1/1 [==============================] - 0s 17ms/step - loss: 5.5810e-06\n",
            "Epoch 380/500\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 5.4663e-06\n",
            "Epoch 381/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 5.3541e-06\n",
            "Epoch 382/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 5.2442e-06\n",
            "Epoch 383/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 5.1367e-06\n",
            "Epoch 384/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 5.0310e-06\n",
            "Epoch 385/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 4.9278e-06\n",
            "Epoch 386/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 4.8266e-06\n",
            "Epoch 387/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 4.7273e-06\n",
            "Epoch 388/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 4.6305e-06\n",
            "Epoch 389/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 4.5352e-06\n",
            "Epoch 390/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 4.4423e-06\n",
            "Epoch 391/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 4.3512e-06\n",
            "Epoch 392/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.2619e-06\n",
            "Epoch 393/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.1740e-06\n",
            "Epoch 394/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 4.0884e-06\n",
            "Epoch 395/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 4.0043e-06\n",
            "Epoch 396/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 3.9221e-06\n",
            "Epoch 397/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 3.8417e-06\n",
            "Epoch 398/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 3.7628e-06\n",
            "Epoch 399/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 3.6853e-06\n",
            "Epoch 400/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 3.6095e-06\n",
            "Epoch 401/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 3.5352e-06\n",
            "Epoch 402/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 3.4625e-06\n",
            "Epoch 403/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 3.3914e-06\n",
            "Epoch 404/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 3.3216e-06\n",
            "Epoch 405/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 3.2535e-06\n",
            "Epoch 406/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 3.1867e-06\n",
            "Epoch 407/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 3.1213e-06\n",
            "Epoch 408/500\n",
            "1/1 [==============================] - 0s 12ms/step - loss: 3.0570e-06\n",
            "Epoch 409/500\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 2.9941e-06\n",
            "Epoch 410/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 2.9327e-06\n",
            "Epoch 411/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 2.8727e-06\n",
            "Epoch 412/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.8138e-06\n",
            "Epoch 413/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.7560e-06\n",
            "Epoch 414/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 2.6994e-06\n",
            "Epoch 415/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 2.6442e-06\n",
            "Epoch 416/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.5901e-06\n",
            "Epoch 417/500\n",
            "1/1 [==============================] - 0s 10ms/step - loss: 2.5367e-06\n",
            "Epoch 418/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 2.4845e-06\n",
            "Epoch 419/500\n",
            "1/1 [==============================] - 0s 12ms/step - loss: 2.4335e-06\n",
            "Epoch 420/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 2.3834e-06\n",
            "Epoch 421/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 2.3345e-06\n",
            "Epoch 422/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 2.2867e-06\n",
            "Epoch 423/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 2.2396e-06\n",
            "Epoch 424/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.1937e-06\n",
            "Epoch 425/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 2.1485e-06\n",
            "Epoch 426/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.1045e-06\n",
            "Epoch 427/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 2.0614e-06\n",
            "Epoch 428/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 2.0187e-06\n",
            "Epoch 429/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.9773e-06\n",
            "Epoch 430/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.9368e-06\n",
            "Epoch 431/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.8969e-06\n",
            "Epoch 432/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.8581e-06\n",
            "Epoch 433/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.8201e-06\n",
            "Epoch 434/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.7824e-06\n",
            "Epoch 435/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.7461e-06\n",
            "Epoch 436/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.7102e-06\n",
            "Epoch 437/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.6749e-06\n",
            "Epoch 438/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.6406e-06\n",
            "Epoch 439/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.6070e-06\n",
            "Epoch 440/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.5740e-06\n",
            "Epoch 441/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 1.5416e-06\n",
            "Epoch 442/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.5101e-06\n",
            "Epoch 443/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.4790e-06\n",
            "Epoch 444/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 1.4487e-06\n",
            "Epoch 445/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.4190e-06\n",
            "Epoch 446/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.3898e-06\n",
            "Epoch 447/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.3613e-06\n",
            "Epoch 448/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.3332e-06\n",
            "Epoch 449/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.3061e-06\n",
            "Epoch 450/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.2791e-06\n",
            "Epoch 451/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 1.2528e-06\n",
            "Epoch 452/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.2271e-06\n",
            "Epoch 453/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 1.2020e-06\n",
            "Epoch 454/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.1774e-06\n",
            "Epoch 455/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.1532e-06\n",
            "Epoch 456/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.1297e-06\n",
            "Epoch 457/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.1064e-06\n",
            "Epoch 458/500\n",
            "1/1 [==============================] - 0s 9ms/step - loss: 1.0836e-06\n",
            "Epoch 459/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 1.0614e-06\n",
            "Epoch 460/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 1.0396e-06\n",
            "Epoch 461/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 1.0183e-06\n",
            "Epoch 462/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 9.9728e-07\n",
            "Epoch 463/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 9.7664e-07\n",
            "Epoch 464/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.5670e-07\n",
            "Epoch 465/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.3710e-07\n",
            "Epoch 466/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 9.1781e-07\n",
            "Epoch 467/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 8.9891e-07\n",
            "Epoch 468/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 8.8045e-07\n",
            "Epoch 469/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 8.6236e-07\n",
            "Epoch 470/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 8.4458e-07\n",
            "Epoch 471/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 8.2737e-07\n",
            "Epoch 472/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 8.1033e-07\n",
            "Epoch 473/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 7.9362e-07\n",
            "Epoch 474/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 7.7752e-07\n",
            "Epoch 475/500\n",
            "1/1 [==============================] - 0s 8ms/step - loss: 7.6149e-07\n",
            "Epoch 476/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 7.4583e-07\n",
            "Epoch 477/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 7.3053e-07\n",
            "Epoch 478/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 7.1559e-07\n",
            "Epoch 479/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 7.0090e-07\n",
            "Epoch 480/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 6.8649e-07\n",
            "Epoch 481/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 6.7245e-07\n",
            "Epoch 482/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 6.5871e-07\n",
            "Epoch 483/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 6.4507e-07\n",
            "Epoch 484/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 6.3192e-07\n",
            "Epoch 485/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 6.1887e-07\n",
            "Epoch 486/500\n",
            "1/1 [==============================] - 0s 7ms/step - loss: 6.0631e-07\n",
            "Epoch 487/500\n",
            "1/1 [==============================] - 0s 6ms/step - loss: 5.9384e-07\n",
            "Epoch 488/500\n",
            "1/1 [==============================] - 0s 11ms/step - loss: 5.8172e-07\n",
            "Epoch 489/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.6972e-07\n",
            "Epoch 490/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.5805e-07\n",
            "Epoch 491/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.4652e-07\n",
            "Epoch 492/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.3532e-07\n",
            "Epoch 493/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.2419e-07\n",
            "Epoch 494/500\n",
            "1/1 [==============================] - 0s 5ms/step - loss: 5.1357e-07\n",
            "Epoch 495/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 5.0302e-07\n",
            "Epoch 496/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.9271e-07\n",
            "Epoch 497/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.8252e-07\n",
            "Epoch 498/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.7261e-07\n",
            "Epoch 499/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.6280e-07\n",
            "Epoch 500/500\n",
            "1/1 [==============================] - 0s 4ms/step - loss: 4.5336e-07\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f542f3c3e90>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(model.predict([7.0]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8j1vdmdm0O4N",
        "outputId": "d62e8ee8-cf5e-427c-d5a2-60c75d07728e"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[21.99889]]\n"
          ]
        }
      ]
    }
  ]
}