model_history.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "model_history.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/jvishnuvardhan/Keras_Examples/blob/master/model_history.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9pojUCJ1GVfp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 683
        },
        "outputId": "88ff8559-c9bc-4f85-b61f-c31983ae2da6"
      },
      "source": [
        "!pip install tensorflow==2.0.0rc1"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tensorflow==2.0.0rc1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/40/d0/7359227ccfb6e2ae2a8fe345db1d513f010282022a7a6a899530cc63c41f/tensorflow-2.0.0rc1-cp36-cp36m-manylinux2010_x86_64.whl (86.3MB)\n",
            "\u001b[K     |████████████████████████████████| 86.3MB 51.9MB/s \n",
            "\u001b[?25hCollecting tf-estimator-nightly<1.14.0.dev2019080602,>=1.14.0.dev2019080601 (from tensorflow==2.0.0rc1)\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/21/28/f2a27a62943d5f041e4a6fd404b2d21cb7c59b2242a4e73b03d9ba166552/tf_estimator_nightly-1.14.0.dev2019080601-py2.py3-none-any.whl (501kB)\n",
            "\u001b[K     |████████████████████████████████| 501kB 56.7MB/s \n",
            "\u001b[?25hRequirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.1.0)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (3.0.1)\n",
            "Collecting tb-nightly<1.15.0a20190807,>=1.15.0a20190806 (from tensorflow==2.0.0rc1)\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/bc/88/24b5fb7280e74c7cf65bde47c171547fd02afb3840cff41bcbe9270650f5/tb_nightly-1.15.0a20190806-py3-none-any.whl (4.3MB)\n",
            "\u001b[K     |████████████████████████████████| 4.3MB 52.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.15.0)\n",
            "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.1.0)\n",
            "Requirement already satisfied: gast>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (0.3.1)\n",
            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.12.0)\n",
            "Requirement already satisfied: protobuf>=3.6.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (3.7.1)\n",
            "Requirement already satisfied: numpy<2.0,>=1.16.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.16.5)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (0.33.6)\n",
            "Requirement already satisfied: google-pasta>=0.1.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (0.1.7)\n",
            "Requirement already satisfied: keras-applications>=1.0.8 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.0.8)\n",
            "Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (0.8.0)\n",
            "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (1.11.2)\n",
            "Requirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow==2.0.0rc1) (0.8.0)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<1.15.0a20190807,>=1.15.0a20190806->tensorflow==2.0.0rc1) (0.15.6)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<1.15.0a20190807,>=1.15.0a20190806->tensorflow==2.0.0rc1) (3.1.1)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<1.15.0a20190807,>=1.15.0a20190806->tensorflow==2.0.0rc1) (41.2.0)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages (from keras-applications>=1.0.8->tensorflow==2.0.0rc1) (2.8.0)\n",
            "Installing collected packages: tf-estimator-nightly, tb-nightly, tensorflow\n",
            "  Found existing installation: tf-estimator-nightly 1.14.0.dev2019090401\n",
            "    Uninstalling tf-estimator-nightly-1.14.0.dev2019090401:\n",
            "      Successfully uninstalled tf-estimator-nightly-1.14.0.dev2019090401\n",
            "  Found existing installation: tb-nightly 1.15.0a20190821\n",
            "    Uninstalling tb-nightly-1.15.0a20190821:\n",
            "      Successfully uninstalled tb-nightly-1.15.0a20190821\n",
            "  Found existing installation: tensorflow 1.15.0rc0\n",
            "    Uninstalling tensorflow-1.15.0rc0:\n",
            "      Successfully uninstalled tensorflow-1.15.0rc0\n",
            "Successfully installed tb-nightly-1.15.0a20190806 tensorflow-2.0.0rc1 tf-estimator-nightly-1.14.0.dev2019080601\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tycxsl4hGZB7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "d6e2d141-a7fc-40e0-c2d7-69cfb3c1f03a"
      },
      "source": [
        "import tensorflow as tf\n",
        "mnist = tf.keras.datasets.mnist\n",
        "\n",
        "(x_train, y_train),(x_test, y_test) = mnist.load_data()\n",
        "x_train, x_test = x_train / 255.0, x_test / 255.0\n",
        "\n",
        "model = tf.keras.models.Sequential([\n",
        "  tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
        "  tf.keras.layers.Dense(512, activation=tf.nn.relu),\n",
        "  tf.keras.layers.Dropout(0.2),\n",
        "  tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
        "])\n",
        "model.compile(optimizer='adam',\n",
        "              loss='sparse_categorical_crossentropy',\n",
        "              metrics=['accuracy'])"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n",
            "11493376/11490434 [==============================] - 0s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uNor1lxiGh8W",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        },
        "outputId": "c05214b7-8a01-44cc-b088-577f420ab1f5"
      },
      "source": [
        "model_history=model.fit(x_train, y_train, epochs=5)\n",
        "model.evaluate(x_test, y_test)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train on 60000 samples\n",
            "Epoch 1/5\n",
            "WARNING:tensorflow:Entity <function Function._initialize_uninitialized_variables.<locals>.initialize_variables at 0x7feb06b49e18> could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: module 'gast' has no attribute 'Num'\n",
            "WARNING: Entity <function Function._initialize_uninitialized_variables.<locals>.initialize_variables at 0x7feb06b49e18> could not be transformed and will be executed as-is. Please report this to the AutoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: module 'gast' has no attribute 'Num'\n",
            "60000/60000 [==============================] - 8s 142us/sample - loss: 0.2194 - accuracy: 0.9352\n",
            "Epoch 2/5\n",
            "60000/60000 [==============================] - 8s 130us/sample - loss: 0.0974 - accuracy: 0.9702\n",
            "Epoch 3/5\n",
            "60000/60000 [==============================] - 8s 128us/sample - loss: 0.0682 - accuracy: 0.9788\n",
            "Epoch 4/5\n",
            "60000/60000 [==============================] - 8s 127us/sample - loss: 0.0534 - accuracy: 0.9831\n",
            "Epoch 5/5\n",
            "60000/60000 [==============================] - 8s 128us/sample - loss: 0.0429 - accuracy: 0.9858\n",
            "10000/1 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=] - 1s 69us/sample - loss: 0.0338 - accuracy: 0.9806\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.06424271478168667, 0.9806]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CuiIqqT-HiIT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "4326105f-d947-413e-9cce-559ef77496f7"
      },
      "source": [
        "print(model.history)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<tensorflow.python.keras.callbacks.History object at 0x7feb01070a58>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WgsqmdKVL4pq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "history=model.history.history"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vU7xVAdmMGQ5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "f4a23618-ff6a-4251-d9f8-3d9b3eec4d80"
      },
      "source": [
        "print(history)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'loss': [0.21942676570415498, 0.09740569905626277, 0.0681567999864618, 0.053387180458412814, 0.04294643213110976], 'accuracy': [0.93516666, 0.9701667, 0.9788167, 0.9831, 0.98581666]}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zhp8OrEUMRsk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}