From 0f77612f08ac4f00e90bed5c76d5049a76262a03 Mon Sep 17 00:00:00 2001 From: Hauer Szabolcs Date: Thu, 27 Feb 2025 18:26:50 +0100 Subject: [PATCH] =?UTF-8?q?L=C3=A9trehozva=20a=20Colab=20haszn=C3=A1lat?= =?UTF-8?q?=C3=A1val?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Mnist_számok_felismerése_csütörtök.ipynb | 79 +++++++++++++++++++++++- 1 file changed, 76 insertions(+), 3 deletions(-) diff --git a/Mnist_számok_felismerése_csütörtök.ipynb b/Mnist_számok_felismerése_csütörtök.ipynb index 5ce61d9..7492b33 100644 --- a/Mnist_számok_felismerése_csütörtök.ipynb +++ b/Mnist_számok_felismerése_csütörtök.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyOlcmJBYHJ+0sidNDQh2TRj", + "authorship_tag": "ABX9TyOEUJll/dtppCTNaTKuxDt8", "include_colab_link": true }, "kernelspec": { @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "id": "F-vUiiNHVEMi" }, @@ -37,7 +37,80 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "from keras.datasets import mnist" + "from keras.datasets import mnist\n", + "from keras.utils import to_categorical" + ] + }, + { + "cell_type": "code", + "source": [ + "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", + "\n", + "#print(x_train[0])\n", + "print(x_train.shape)\n", + "unique, counts = np.unique(y_train, return_counts = True)\n", + "print(unique)\n", + "print(counts)\n", + "unique, counts = np.unique(y_test, return_counts = True)\n", + "print(unique)\n", + "print(counts)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "N55qf14vXg6M", + "outputId": "f7420664-9285-4632-b089-980de9120250" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(60000, 28, 28)\n", + "[0 1 2 3 4 5 6 7 8 9]\n", + "[5923 6742 5958 6131 5842 5421 5918 6265 5851 5949]\n", + "[0 1 2 3 4 5 6 7 8 9]\n", + "[ 980 1135 1032 1010 982 892 958 1028 974 1009]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "indeces = np.random.randint(0, len(x_train), size = 25)\n", + "images = x_train[indeces]\n", + "\n", + "plt.figure(figsize = (5,5))\n", + "for i in range(len(images)):\n", + " plt.subplot(5,5, i + 1) #(sorok száma, oszlopok száma, hanyadik suplotra dolgozzunk?)\n", + " plt.imshow(images[i], cmap=\"gray\")\n", + " plt.axis(\"off\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 422 + }, + "collapsed": true, + "id": "gcLifea3ZVj0", + "outputId": "0fcf3015-a3e4-4146-b07e-b23632e23079" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } ] } ]