diff --git "a/Code_of_my_model.ipynb" "b/Code_of_my_model.ipynb" --- "a/Code_of_my_model.ipynb" +++ "b/Code_of_my_model.ipynb" @@ -16,7 +16,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 78, "metadata": { "id": "CnOuuUHQXQ13" }, @@ -38,13 +38,34 @@ "train_images = train_images.reshape(-1, 28, 28, 1).astype(\"float32\") / 255.0\n", "test_images = test_images.reshape(-1, 28, 28, 1).astype(\"float32\") / 255.0\n", "\n", - "train_labels = to_categorical(train_labels, 10)\n", - "test_labels = to_categorical(test_labels, 10)" + "testY = []\n", + "trainY = []\n", + "\n", + "for i in range(len(train_labels)):\n", + " if( 0 <= train_labels[i] <= 4 or train_labels[i] == 6):\n", + " trainY.append(0)\n", + " elif(train_labels[i] == 5 or train_labels[i] == 7 or train_labels[i] == 9):\n", + " trainY.append(1)\n", + " else:\n", + " trainY.append(2)\n", + "\n", + "for i in range(len(test_labels)):\n", + " if( 0 <= test_labels[i] <= 4 or test_labels[i] == 6):\n", + " testY.append(0)\n", + " elif(test_labels[i] == 5 or test_labels[i] == 7 or test_labels[i] == 9):\n", + " testY.append(1)\n", + " else:\n", + " testY.append(2)\n", + "\n", + "\n", + "\n", + "trainY = to_categorical(trainY, 3)\n", + "testY = to_categorical(testY, 3)" ], "metadata": { "id": "MWwHW6KMYBwl" }, - "execution_count": null, + "execution_count": 79, "outputs": [] }, { @@ -52,17 +73,17 @@ "source": [ "print(len(train_images),\n", "len(test_images),\n", - "len(train_labels),\n", - "len(test_labels))" + "len(trainY),\n", + "len(testY))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "E74SVCUAuEcb", - "outputId": "48f41ba8-89ed-426a-c68e-5c3178f8539e" + "outputId": "00af836a-4d32-4cc0-f5b9-efb02ece5e29" }, - "execution_count": 43, + "execution_count": 80, "outputs": [ { "output_type": "stream", @@ -86,14 +107,14 @@ " layers.Flatten(),\n", " layers.Dropout(0.5),\n", " layers.Dense(128, activation=\"relu\"),\n", - " layers.Dense(10, activation=\"softmax\"),\n", + " layers.Dense(3, activation=\"softmax\"),\n", " ]\n", ")" ], "metadata": { "id": "T9Yre6tDZRiy" }, - "execution_count": null, + "execution_count": 81, "outputs": [] }, { @@ -104,58 +125,58 @@ "metadata": { "id": "9P6Wz-O-Z3Gh" }, - "execution_count": null, + "execution_count": 82, "outputs": [] }, { "cell_type": "code", "source": [ - "model.fit(train_images, train_labels, epochs=10, validation_data=(test_images, test_labels), batch_size=32)" + "model.fit(train_images, trainY, epochs=10, validation_data=(test_images, testY), batch_size=128)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "z-pxzXbbZ4qS", - "outputId": "940874b7-05f0-45d2-f790-8f990fbb8bad" + "outputId": "c0b1c10d-a870-4fc5-c815-f0510b7933b8" }, - "execution_count": null, + "execution_count": 83, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/10\n", - "1875/1875 [==============================] - 75s 39ms/step - loss: 0.5035 - accuracy: 0.8153 - val_loss: 0.3674 - val_accuracy: 0.8669\n", + "469/469 [==============================] - 66s 139ms/step - loss: 0.0690 - accuracy: 0.9783 - val_loss: 0.0313 - val_accuracy: 0.9907\n", "Epoch 2/10\n", - "1875/1875 [==============================] - 71s 38ms/step - loss: 0.3554 - accuracy: 0.8697 - val_loss: 0.3113 - val_accuracy: 0.8875\n", + "469/469 [==============================] - 62s 133ms/step - loss: 0.0287 - accuracy: 0.9920 - val_loss: 0.0251 - val_accuracy: 0.9923\n", "Epoch 3/10\n", - "1875/1875 [==============================] - 72s 39ms/step - loss: 0.3117 - accuracy: 0.8832 - val_loss: 0.2909 - val_accuracy: 0.8906\n", + "469/469 [==============================] - 62s 132ms/step - loss: 0.0222 - accuracy: 0.9936 - val_loss: 0.0198 - val_accuracy: 0.9937\n", "Epoch 4/10\n", - "1875/1875 [==============================] - 74s 39ms/step - loss: 0.2817 - accuracy: 0.8941 - val_loss: 0.2907 - val_accuracy: 0.8917\n", + "469/469 [==============================] - 62s 132ms/step - loss: 0.0176 - accuracy: 0.9948 - val_loss: 0.0192 - val_accuracy: 0.9947\n", "Epoch 5/10\n", - "1875/1875 [==============================] - 74s 39ms/step - loss: 0.2637 - accuracy: 0.9003 - val_loss: 0.2581 - val_accuracy: 0.9058\n", + "469/469 [==============================] - 61s 130ms/step - loss: 0.0156 - accuracy: 0.9954 - val_loss: 0.0186 - val_accuracy: 0.9947\n", "Epoch 6/10\n", - "1875/1875 [==============================] - 75s 40ms/step - loss: 0.2494 - accuracy: 0.9060 - val_loss: 0.2616 - val_accuracy: 0.9029\n", + "469/469 [==============================] - 62s 132ms/step - loss: 0.0126 - accuracy: 0.9963 - val_loss: 0.0184 - val_accuracy: 0.9943\n", "Epoch 7/10\n", - "1875/1875 [==============================] - 75s 40ms/step - loss: 0.2371 - accuracy: 0.9120 - val_loss: 0.2466 - val_accuracy: 0.9099\n", + "469/469 [==============================] - 66s 142ms/step - loss: 0.0124 - accuracy: 0.9963 - val_loss: 0.0177 - val_accuracy: 0.9952\n", "Epoch 8/10\n", - "1875/1875 [==============================] - 74s 39ms/step - loss: 0.2264 - accuracy: 0.9134 - val_loss: 0.2435 - val_accuracy: 0.9121\n", + "469/469 [==============================] - 61s 131ms/step - loss: 0.0109 - accuracy: 0.9966 - val_loss: 0.0151 - val_accuracy: 0.9959\n", "Epoch 9/10\n", - "1875/1875 [==============================] - 76s 40ms/step - loss: 0.2156 - accuracy: 0.9181 - val_loss: 0.2387 - val_accuracy: 0.9119\n", + "469/469 [==============================] - 63s 134ms/step - loss: 0.0092 - accuracy: 0.9974 - val_loss: 0.0155 - val_accuracy: 0.9958\n", "Epoch 10/10\n", - "1875/1875 [==============================] - 75s 40ms/step - loss: 0.2102 - accuracy: 0.9199 - val_loss: 0.2376 - val_accuracy: 0.9115\n" + "469/469 [==============================] - 61s 130ms/step - loss: 0.0085 - accuracy: 0.9972 - val_loss: 0.0135 - val_accuracy: 0.9963\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, - "execution_count": 21 + "execution_count": 83 } ] }, @@ -170,20 +191,20 @@ "height": 976 }, "id": "way9gmt-Z5_K", - "outputId": "bf7d8588-5ca8-4cce-da24-8a5a4a9b1d6e" + "outputId": "d5dd7b59-c614-484a-dd7b-da9a8c9f9272" }, - "execution_count": 44, + "execution_count": 84, "outputs": [ { "output_type": "execute_result", "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, - "execution_count": 44 + "execution_count": 84 } ] }, @@ -197,39 +218,39 @@ "base_uri": "https://localhost:8080/" }, "id": "sr3wN_PCfJGJ", - "outputId": "eaae0246-1b35-4faf-bfc5-675000114d30" + "outputId": "434ea6d5-ccd4-41c3-96b5-e256267b405b" }, - "execution_count": null, + "execution_count": 85, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "Model: \"sequential_3\"\n", + "Model: \"sequential_7\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " conv2d_6 (Conv2D) (None, 26, 26, 32) 320 \n", + " conv2d_14 (Conv2D) (None, 26, 26, 32) 320 \n", " \n", - " max_pooling2d_6 (MaxPooling (None, 13, 13, 32) 0 \n", - " 2D) \n", + " max_pooling2d_14 (MaxPoolin (None, 13, 13, 32) 0 \n", + " g2D) \n", " \n", - " conv2d_7 (Conv2D) (None, 11, 11, 64) 18496 \n", + " conv2d_15 (Conv2D) (None, 11, 11, 64) 18496 \n", " \n", - " max_pooling2d_7 (MaxPooling (None, 5, 5, 64) 0 \n", - " 2D) \n", + " max_pooling2d_15 (MaxPoolin (None, 5, 5, 64) 0 \n", + " g2D) \n", " \n", - " flatten_3 (Flatten) (None, 1600) 0 \n", + " flatten_7 (Flatten) (None, 1600) 0 \n", " \n", - " dropout_3 (Dropout) (None, 1600) 0 \n", + " dropout_7 (Dropout) (None, 1600) 0 \n", " \n", - " dense_4 (Dense) (None, 128) 204928 \n", + " dense_14 (Dense) (None, 128) 204928 \n", " \n", - " dense_5 (Dense) (None, 10) 1290 \n", + " dense_15 (Dense) (None, 3) 387 \n", " \n", "=================================================================\n", - "Total params: 225,034\n", - "Trainable params: 225,034\n", + "Total params: 224,131\n", + "Trainable params: 224,131\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] @@ -239,26 +260,26 @@ { "cell_type": "code", "source": [ - "test_loss, test_acc = model.evaluate(test_images, test_labels)\n", - "train_loss, train_acc= model.evaluate(train_images, train_labels)\n", - "val_loss, val_acc = model.evaluate(test_images, test_labels)" + "test_loss, test_acc = model.evaluate(test_images, testY)\n", + "train_loss, train_acc= model.evaluate(train_images, trainY)\n", + "val_loss, val_acc = model.evaluate(test_images, testY)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lD42yWpihbZR", - "outputId": "31503cdd-6dab-48a8-9694-1e62f5cf2701" + "outputId": "3705434b-2e37-403c-ba3f-dfdc44feaada" }, - "execution_count": 45, + "execution_count": 86, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "313/313 [==============================] - 5s 15ms/step - loss: 0.2376 - accuracy: 0.9115\n", - "1875/1875 [==============================] - 22s 11ms/step - loss: 0.1506 - accuracy: 0.9453\n", - "313/313 [==============================] - 3s 10ms/step - loss: 0.2376 - accuracy: 0.9115\n" + "313/313 [==============================] - 4s 11ms/step - loss: 0.0135 - accuracy: 0.9963\n", + "1875/1875 [==============================] - 21s 11ms/step - loss: 0.0041 - accuracy: 0.9988\n", + "313/313 [==============================] - 3s 10ms/step - loss: 0.0135 - accuracy: 0.9963\n" ] } ] @@ -274,9 +295,9 @@ "\n", "for i in range(25):\n", " axes[i].imshow(test_images[i].reshape(28, 28), cmap='gray')\n", - " if( 0 <= predicted_lbs[i] <= 4 or predicted_lbs[i] == 6):\n", + " if(predicted_lbs[i] == 0):\n", " axes[i].set_title(\"Одежда\")\n", - " elif(predicted_lbs[i] == 5 or predicted_lbs[i] == 7 or predicted_lbs[i] == 9):\n", + " elif(predicted_lbs[i] == 1):\n", " axes[i].set_title(\"Обувь\")\n", " else:\n", " axes[i].set_title(\"Сумка\")\n", @@ -291,9 +312,9 @@ "height": 669 }, "id": "D95WvS-9poHX", - "outputId": "71ec59a3-5118-4a30-98ae-f2d9cc03b9c1" + "outputId": "97a35fda-cdf6-4d71-8b2e-cb4575552475" }, - "execution_count": 36, + "execution_count": 88, "outputs": [ { "output_type": "stream", @@ -324,9 +345,9 @@ "base_uri": "https://localhost:8080/" }, "id": "_8TlDhYesoJU", - "outputId": "4ba162c6-fb08-42fa-9779-6718764de705" + "outputId": "de36b0e6-0c8c-4b58-b84e-d6390aa6395f" }, - "execution_count": 37, + "execution_count": 89, "outputs": [ { "output_type": "stream",