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@Melihemin
Last active March 23, 2021 18:44
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Number Recognition
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "numberrecognition.ipynb",
"provenance": [],
"collapsed_sections": [],
"mount_file_id": "1YWtTkxJrHLegx-WqyNlQ4yeYAn6RFuFC",
"authorship_tag": "ABX9TyPUy8ZdB/2UnuO5lbHcA/BW",
"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/gist/Melihemin/62fbe5279009ce2f510586295a3e8afe/numberrecognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "haRg4AlX6a-F",
"outputId": "3b047c2c-ae51-4c24-f8c9-97376ddaaba4"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive/')"
],
"execution_count": 50,
"outputs": [
{
"output_type": "stream",
"text": [
"Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount(\"/content/drive/\", force_remount=True).\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cyYoct2D7Z5r"
},
"source": [
"## Kurulum Ve Kontroller"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "P_sL_CYw7XpO",
"outputId": "2135d3ea-a86f-46da-b5ad-5b68a16b27b0"
},
"source": [
"from tensorflow.python.client import device_lib\n",
"device_lib.list_local_devices()"
],
"execution_count": 51,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[name: \"/device:CPU:0\"\n",
" device_type: \"CPU\"\n",
" memory_limit: 268435456\n",
" locality {\n",
" }\n",
" incarnation: 8407824029516275084]"
]
},
"metadata": {
"tags": []
},
"execution_count": 51
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "OE045FSw7rvq",
"outputId": "5897f3e5-c428-435f-a63e-cf7aa04a9b2c"
},
"source": [
"!mkdir -p drive\n",
"!google-drive-ocamlfuse drive\n",
"!ls"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"/bin/bash: google-drive-ocamlfuse: command not found\n",
"drive sample_data\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2dKq-gpJ8Dig",
"outputId": "1dffff23-2860-46e0-dc99-d74c925a40ea"
},
"source": [
"!ls drive/MyDrive"
],
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": [
"'Colab Notebooks'\t RakamTanima\n",
"'Eğitim - enesusta.com.tr' 'Slience Of Night V'\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "m70PG5Zn8MQi",
"outputId": "3a94a4ff-afdf-45cb-fc27-2b42a24c3fe9"
},
"source": [
"!cd RakamTanima/\n",
"!ls"
],
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": [
"drive RakamTanima RakamTanime sample_data\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "VTHmwtct8yLR"
},
"source": [
"!pip install -q keras"
],
"execution_count": 18,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "gtYvSRLh82zI"
},
"source": [
"## Uygulama Başlangıç"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jJFNPNJP86K7"
},
"source": [
"from __future__ import print_function\n",
"import keras\n",
"from keras.datasets import mnist\n",
"from keras.models import load_model\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense, Dropout, Flatten\n",
"from keras. layers import Conv2D, MaxPooling2D\n",
"from keras import backend as K\n",
"\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 52,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3WYz9XUd9nM_"
},
"source": [
"(x_train, y_train), (x_test, y_test) = mnist.load_data()"
],
"execution_count": 53,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 730
},
"id": "oi4_-o6Q9ubJ",
"outputId": "74119c78-4990-4d5d-d9c4-3c77d06ba207"
},
"source": [
"plt.figure(figsize=(14,14))\n",
"x, y = 10, 4 \n",
"for i in range(40): \n",
" plt.subplot(y, x, i+1)\n",
" plt.imshow(x_train[i])\n",
"plt.show() "
],
"execution_count": 54,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<function matplotlib.pyplot.show>"
]
},
"metadata": {
"tags": []
},
"execution_count": 54
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 40 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tF5Qu_Mr-FML"
},
"source": [
"batch_size = 128 \n",
"num_classes = 10 \n",
"epochs = 12 # 12 epoch önerilir\n",
"\n",
"img_rows, img_cols = 28, 28\n",
"\n",
"\n",
"if K.image_data_format() == 'channels_first':\n",
" x_train = x_train.reshape(x_train.shape[0], 1, img_rows, img_cols)\n",
" x_test = x_test.reshape(x_test.shape[0], 1, img_rows, img_cols)\n",
" input_shape = (1, img_rows, img_cols)\n",
"else:\n",
" x_train = x_train.reshape(x_train.shape[0], img_rows, img_cols, 1)\n",
" x_test = x_test.reshape(x_test.shape[0], img_rows, img_cols, 1)\n",
" input_shape = (img_rows, img_cols, 1)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jl07-ytk-7IU"
},
"source": [
"y_train = keras.utils.to_categorical(y_train, num_classes)\n",
"y_test = keras.utils.to_categorical(y_test, num_classes)"
],
"execution_count": 56,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "n4tgG-Al_Fdb"
},
"source": [
"## Model Oluşturma"
]
},
{
"cell_type": "code",
"metadata": {
"id": "gApUcQ2G_MmI"
},
"source": [
"model = Sequential() "
],
"execution_count": 45,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_eKcAix-_Sx-"
},
"source": [
"Katmanların Oluşturulması"
]
},
{
"cell_type": "code",
"metadata": {
"id": "LYAfikl5_XHn"
},
"source": [
"model.add(Conv2D(32, kernel_size=(3, 3),\n",
" activation='relu',\n",
" input_shape=input_shape))\n",
"\n",
" \n",
"model.add(Conv2D(64, (3, 3), activation='relu'))\n",
"\n",
"\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"\n",
"\n",
"model.add(Dropout(0.25))\n",
"\n",
"\n",
"model.add(Flatten())\n",
"\n",
"\n",
"model.add(Dense(128, activation='relu'))\n",
"\n",
"model.add(Dropout(0.5))\n",
"\n",
"\n",
"model.add(Dense(num_classes, activation='softmax'))"
],
"execution_count": 63,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "B9UwvJtkCrts"
},
"source": [
"## Model Görselleştirme"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5wBZQ-XPCuQh",
"outputId": "9ebd84cb-a870-4344-ce92-67c7d2e7eabd"
},
"source": [
"model.summary()"
],
"execution_count": 64,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 26, 26, 32) 320 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 24, 24, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 12, 12, 64) 0 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 12, 12, 64) 0 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 9216) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 128) 1179776 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 128) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 10) 1290 \n",
"=================================================================\n",
"Total params: 1,199,882\n",
"Trainable params: 1,199,882\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_YCGYImkCx-W"
},
"source": [
"model.compile(loss = keras.losses.categorical_crossentropy,\n",
" optimizer = 'adam',\n",
" metrics = ['accuracy'])"
],
"execution_count": 65,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "2qexWF0YC_kU"
},
"source": [
"## Eğitim İşlemleri"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3vKdVgedDBeu",
"outputId": "afa037e5-2c27-4411-a5b3-195a8f63ea0f"
},
"source": [
"model.fit(x_train, y_train,\n",
" batch_size=batch_size,\n",
" epochs=epochs,\n",
" verbose=1,\n",
" validation_data=(x_test, y_test))"
],
"execution_count": 81,
"outputs": [
{
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"469/469 [==============================] - 137s 291ms/step - loss: 1.1973 - accuracy: 0.6329 - val_loss: 0.6495 - val_accuracy: 0.8271\n",
"Epoch 2/10\n",
"469/469 [==============================] - 135s 289ms/step - loss: 1.1856 - accuracy: 0.6344 - val_loss: 0.6343 - val_accuracy: 0.8329\n",
"Epoch 3/10\n",
"469/469 [==============================] - 136s 289ms/step - loss: 1.1635 - accuracy: 0.6433 - val_loss: 0.6096 - val_accuracy: 0.8391\n",
"Epoch 4/10\n",
"469/469 [==============================] - 136s 290ms/step - loss: 1.1330 - accuracy: 0.6535 - val_loss: 0.5879 - val_accuracy: 0.8458\n",
"Epoch 5/10\n",
"469/469 [==============================] - 135s 289ms/step - loss: 1.1114 - accuracy: 0.6624 - val_loss: 0.5713 - val_accuracy: 0.8522\n",
"Epoch 6/10\n",
"469/469 [==============================] - 135s 288ms/step - loss: 1.0990 - accuracy: 0.6657 - val_loss: 0.5610 - val_accuracy: 0.8544\n",
"Epoch 7/10\n",
"469/469 [==============================] - 137s 291ms/step - loss: 1.0842 - accuracy: 0.6715 - val_loss: 0.5466 - val_accuracy: 0.8582\n",
"Epoch 8/10\n",
"469/469 [==============================] - 134s 287ms/step - loss: 1.0603 - accuracy: 0.6763 - val_loss: 0.5308 - val_accuracy: 0.8609\n",
"Epoch 9/10\n",
"469/469 [==============================] - 134s 286ms/step - loss: 1.0498 - accuracy: 0.6814 - val_loss: 0.5149 - val_accuracy: 0.8667\n",
"Epoch 10/10\n",
"469/469 [==============================] - 136s 290ms/step - loss: 1.0300 - accuracy: 0.6861 - val_loss: 0.5034 - val_accuracy: 0.8688\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<tensorflow.python.keras.callbacks.History at 0x7f27c07e83d0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 81
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "io-1BKGtC-za"
},
"source": [
"model.save('save_model/mnist_model01.h5')"
],
"execution_count": 82,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Q0vtNLl_VWeO",
"outputId": "d164ac41-a6f1-4550-ed5f-9ea7bd06565b"
},
"source": [
"score = model.evaluate(x_test, y_test, verbose=0)\n",
"print('Test Loss:', score[0])\n",
"print('Test Accuracy:', score[1])"
],
"execution_count": 83,
"outputs": [
{
"output_type": "stream",
"text": [
"Test Loss: 0.5034376382827759\n",
"Test Accuracy: 0.8687999844551086\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N-1k5RJkVo3j"
},
"source": [
"## Rasgele Değer için Test İşlemi"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "IzBa6NnMVn3Y",
"outputId": "d8829d3a-d48e-4ad9-d721-f42aca2b0451"
},
"source": [
"test_image = x_test[32]\n",
"y_test[32]"
],
"execution_count": 84,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([0., 0., 0., 1., 0., 0., 0., 0., 0., 0.], dtype=float32)"
]
},
"metadata": {
"tags": []
},
"execution_count": 84
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"id": "_-6dueacVyIA",
"outputId": "9a89f6cf-4a9d-4e6e-9dba-df2f5645e33d"
},
"source": [
"plt.imshow(test_image.reshape(28,28))"
],
"execution_count": 85,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f27ae174f50>"
]
},
"metadata": {
"tags": []
},
"execution_count": 85
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAOCklEQVR4nO3dbYxc5XnG8evyC14wOLF5cVxDgVDTloAC0cYkDSpEqAhMFLBQaVwVuRJ0URsQNFQKpZXgQ1vRFHBTkkBNsDA0BSEBwVHdxM6WBkWkwAIutiEFQozAMTbgtDbE8Rt3P+whWmDnmfXMmRdz/3/SambOPWfOrSNfPjPzzDmPI0IAPvgm9boBAN1B2IEkCDuQBGEHkiDsQBJTurmxAzwtBjS9m5sEUvml3tKu2Onxam2F3fbZkr4qabKkb0bE9aXnD2i6TvWZ7WwSQMGjMdyw1vLbeNuTJX1d0jmSTpC0yPYJrb4egM5q5zP7fEkvRMSLEbFL0j2SzqunLQB1ayfscyW9PObxK9Wyd7E9ZHvE9shu7WxjcwDa0fFv4yNiaUQMRsTgVE3r9OYANNBO2DdKOmrM4yOrZQD6UDthf1zSPNvH2j5A0hckrainLQB1a3noLSL22L5M0vc0OvS2LCLW19YZgFq1Nc4eESslraypFwAdxM9lgSQIO5AEYQeSIOxAEoQdSIKwA0kQdiAJwg4kQdiBJAg7kARhB5Ig7EAShB1IgrADSRB2IAnCDiRB2IEkCDuQBGEHkiDsQBKEHUiCsANJEHYgCcIOJEHYgSQIO5AEYQeSIOxAEoQdSKKtWVwxMT/7i98p1td+6Rtd6uT97th2RLH+d/dfUKwf++03yxt4bO2+toQOaSvstjdI2i5pr6Q9ETFYR1MA6lfHkf2zEfF6Da8DoIP4zA4k0W7YQ9Iq20/YHhrvCbaHbI/YHtmtnW1uDkCr2n0bf1pEbLR9hKTVtn8cEQ+PfUJELJW0VJJmeFa0uT0ALWrryB4RG6vbLZIekDS/jqYA1K/lsNuebvuQd+5LOkvSuroaA1Cvdt7Gz5b0gO13XudfI+K7tXS1vxk+slh++PgbivW9MVBnN/vkokNeLdcXf71Y/43DLy3Wj39sn1tCh7Qc9oh4UdLHa+wFQAcx9AYkQdiBJAg7kARhB5Ig7EASnOI6Qb9YeGrD2r3zbiyuO2PSQcX6DVt/s1j//pbfKtZL9nxldrH++kkHFOtr/vxrxfrac24u1k+7/EsNa7NvfqS4LurFkR1IgrADSRB2IAnCDiRB2IEkCDuQBGEHkmCcfYJmPPZyw9q5ay4urnvEweXLLU++ZGqxPunFDcV6yQFq3LckzfjQp1p+bUk60OVx+l0fbuvlUSOO7EAShB1IgrADSRB2IAnCDiRB2IEkCDuQBOPsE7Rn488a1g7/fHndZtPg7Nn3dvrGjthVrE/d3qVG0BRHdiAJwg4kQdiBJAg7kARhB5Ig7EAShB1IgnH2D7jJh84q1l9buKOt1z9p1WXF+vH/yLXh+0XTI7vtZba32F43Ztks26ttP1/dzuxsmwDaNZG38XdIOvs9y66WNBwR8yQNV48B9LGmYY+IhyVtfc/i8yQtr+4vl3R+zX0BqFmrn9lnR8Sm6v6rkhpOKGZ7SNKQJA2oPOcZgM5p+9v4iAgVzvWIiKURMRgRg1M1rd3NAWhRq2HfbHuOJFW3W+prCUAntBr2FZIWV/cXS3qwnnYAdErTz+y275Z0hqTDbL8i6VpJ10u61/bFkl6SdGEnm0TZznM+2bB2+61LiuseM6W971E+PFK+bjz6R9OwR8SiBqUza+4FQAfxc1kgCcIOJEHYgSQIO5AEYQeS4BTXPjBpYKBY3/DlTxTrj1xyQ8PajEntDa0N7yj/6vGIEa4Vvb/gyA4kQdiBJAg7kARhB5Ig7EAShB1IgrADSTDO3gWTTzi+WL/qO/cV62cMNLscc3mcvh1nHrizWP/ff1lRrF+/5A8b1g6/5Uct9YTWcGQHkiDsQBKEHUiCsANJEHYgCcIOJEHYgSQYZ++CmDq5WD9jYHeXOqnfBdN/Xqwv/OuvNaz9/Z9+rLjuDy7/dLE+6QdPFet4N47sQBKEHUiCsANJEHYgCcIOJEHYgSQIO5AE4+xd4B27ivW/ef3Ejm37O/90erE+bdvbbb3+0Vc+V6zfdcxww9pfHvpMcd3B239arP/D0B8V61P+44liPZumR3bby2xvsb1uzLLrbG+0vab6W9DZNgG0ayJv4++QdPY4y5dExMnV38p62wJQt6Zhj4iHJW3tQi8AOqidL+gus/109TZ/ZqMn2R6yPWJ7ZLfK1zMD0Dmthv0WScdJOlnSJkk3NnpiRCyNiMGIGJyq8iSBADqnpbBHxOaI2BsRb0u6TdL8etsCULeWwm57zpiHCyWta/RcAP3BEVF+gn23pDMkHSZps6Rrq8cnSwpJGyRdGhGbmm1shmfFqT6zrYbRX3Yu+GSx/taf/V/D2n+dck9b2/63XxxcrN/y++c3rL29pjzGv796NIa1LbZ6vFrTH9VExKJxFt/edlcAuoqfywJJEHYgCcIOJEHYgSQIO5AEp7iiLdNWPl6sD6xq/E/srO82HhqTpFW//e1i/dyD3izWb/q16Q1r09YUV/1A4sgOJEHYgSQIO5AEYQeSIOxAEoQdSIKwA0k0PcW1Tpziin2x43vHFusPnXhfsX7fWw2vlqZlf/C54rrx1PpivV+VTnHlyA4kQdiBJAg7kARhB5Ig7EAShB1IgrADSXA+O/rWG/85p/yEJjNdXzD95w1rN33skOK6H3qq/Nr7I47sQBKEHUiCsANJEHYgCcIOJEHYgSQIO5AE4+zonfknFctLLr6tS43k0PTIbvso2w/Zfsb2ettXVMtn2V5t+/nqtvGVAgD03ETexu+RdFVEnCDpU5K+aPsESVdLGo6IeZKGq8cA+lTTsEfEpoh4srq/XdKzkuZKOk/S8uppyyWV5/IB0FP79Jnd9jGSTpH0qKTZEbGpKr0qaXaDdYYkDUnSgA5qtU8AbZrwt/G2D5Z0n6QrI2Lb2FqMXrVy3CtXRsTSiBiMiMGpmtZWswBaN6Gw256q0aB/KyLurxZvtj2nqs+RtKUzLQKoQ9O38bYt6XZJz0bETWNKKyQtlnR9dftgRzpET02eWR5kefP0ecX6y+c2vlT5LZ+9s7jumQfuLNabeW73LxvWBt7Y29Zr748m8pn9M5IukrTW9juzWl+j0ZDfa/tiSS9JurAzLQKoQ9OwR8QPJY170XlJzPgA7Cf4uSyQBGEHkiDsQBKEHUiCsANJcIrrB0HpVNFJjQZSRv30inL99I++UKzfeuStxXon3bX9I8X6zUsuaFg77N9/VHc7fY8jO5AEYQeSIOxAEoQdSIKwA0kQdiAJwg4kwTh7F3hKeTdPOu6YYn3D3w4U6099elnD2hRNLq7bS4/vbHyuuyRd8s+XF+u//s0fF+uHvZFvLL2EIzuQBGEHkiDsQBKEHUiCsANJEHYgCcIOJME4exdMOnRWsf6Tiw4v1j/+keeK9U6OpQ/vKM/ic/k9lxTr3tv4fPmjr32kuO5clev5rvzeHo7sQBKEHUiCsANJEHYgCcIOJEHYgSQIO5CEI8rnFNs+StKdkmZLCklLI+Krtq+T9CeSXqueek1ErCy91gzPilPNxK9Apzwaw9oWW8f9ccNEflSzR9JVEfGk7UMkPWF7dVVbEhE31NUogM6ZyPzsmyRtqu5vt/2spLmdbgxAvfbpM7vtYySdIunRatFltp+2vcz2zAbrDNkesT2yWzvbahZA6yYcdtsHS7pP0pURsU3SLZKOk3SyRo/8N463XkQsjYjBiBicqvLvrAF0zoTCbnuqRoP+rYi4X5IiYnNE7I2ItyXdJml+59oE0K6mYbdtSbdLejYibhqzfM6Ypy2UtK7+9gDUZSLfxn9G0kWS1tpeUy27RtIi2ydrdDhug6RLO9IhgFpM5Nv4H0oab9yuOKYOoL/wCzogCcIOJEHYgSQIO5AEYQeSIOxAEoQdSIKwA0kQdiAJwg4kQdiBJAg7kARhB5Ig7EASTS8lXevG7NckvTRm0WGSXu9aA/umX3vr174kemtVnb0dHRHjzgHe1bC/b+P2SEQM9qyBgn7trV/7kuitVd3qjbfxQBKEHUii12Ff2uPtl/Rrb/3al0RvrepKbz39zA6ge3p9ZAfQJYQdSKInYbd9tu3/sf2C7at70UMjtjfYXmt7je2RHveyzPYW2+vGLJtle7Xt56vbcefY61Fv19neWO27NbYX9Ki3o2w/ZPsZ2+ttX1Et7+m+K/TVlf3W9c/stidLek7S70l6RdLjkhZFxDNdbaQB2xskDUZEz3+AYft3Jb0p6c6IOLFa9hVJWyPi+uo/ypkR8eU+6e06SW/2ehrvaraiOWOnGZd0vqQ/Vg/3XaGvC9WF/daLI/t8SS9ExIsRsUvSPZLO60EffS8iHpa09T2Lz5O0vLq/XKP/WLquQW99ISI2RcST1f3tkt6ZZryn+67QV1f0IuxzJb085vEr6q/53kPSKttP2B7qdTPjmB0Rm6r7r0qa3ctmxtF0Gu9ues80432z71qZ/rxdfEH3fqdFxCcknSPpi9Xb1b4Uo5/B+mnsdELTeHfLONOM/0ov912r05+3qxdh3yjpqDGPj6yW9YWI2FjdbpH0gPpvKurN78ygW91u6XE/v9JP03iPN824+mDf9XL6816E/XFJ82wfa/sASV+QtKIHfbyP7enVFyeyPV3SWeq/qahXSFpc3V8s6cEe9vIu/TKNd6NpxtXjfdfz6c8jout/khZo9Bv5n0j6q1700KCvj0r67+pvfa97k3S3Rt/W7dbodxsXSzpU0rCk5yV9X9KsPurtLklrJT2t0WDN6VFvp2n0LfrTktZUfwt6ve8KfXVlv/FzWSAJvqADkiDsQBKEHUiCsANJEHYgCcIOJEHYgST+H1+/FrysmPuXAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "aHYI0UfVV6GT"
},
"source": [
"test_data = x_test[32].reshape(1,28,28,1)\n",
"pre=model.predict(test_data, batch_size=1)"
],
"execution_count": 91,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0nmIEHK4WjrJ",
"outputId": "4a3299ba-e25b-4bc4-a36b-56425ba95511"
},
"source": [
"preds = model.predict_classes(test_data)\n",
"prob = model.predict_proba(test_data)\n",
"print(preds,prob)"
],
"execution_count": 92,
"outputs": [
{
"output_type": "stream",
"text": [
"[3] [[2.2320492e-05 2.6769790e-06 3.9824474e-05 9.8126286e-01 1.9781648e-05\n",
" 1.7016783e-02 1.7620634e-06 8.0281921e-04 7.2229165e-04 1.0892147e-04]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/sequential.py:450: UserWarning: `model.predict_classes()` is deprecated and will be removed after 2021-01-01. Please use instead:* `np.argmax(model.predict(x), axis=-1)`, if your model does multi-class classification (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`, if your model does binary classification (e.g. if it uses a `sigmoid` last-layer activation).\n",
" warnings.warn('`model.predict_classes()` is deprecated and '\n",
"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/sequential.py:425: UserWarning: `model.predict_proba()` is deprecated and will be removed after 2021-01-01. Please use `model.predict()` instead.\n",
" warnings.warn('`model.predict_proba()` is deprecated and '\n"
],
"name": "stderr"
}
]
}
]
}
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