{"id":52907,"date":"2018-05-16T05:14:44","date_gmt":"2018-05-15T20:14:44","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=52907"},"modified":"2024-05-06T11:47:27","modified_gmt":"2024-05-06T02:47:27","slug":"%e3%80%90tensorflow%e3%80%91cnn%e3%81%a7cifar-10%e3%81%ae%e7%94%bb%e5%83%8f%e5%88%86%e9%a1%9e%e3%81%ab%e6%8c%91%e6%88%a6%e3%81%97%e3%82%88%e3%81%86","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/52907","title":{"rendered":"\u3010TensorFlow\u3011CNN\u3067CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\u3057\u3088\u3046"},"content":{"rendered":"<p><span style=\"color: #339966;\"><strong>TensorFlow<\/strong><\/span>\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3068\u3044\u3048\u3070\u3001MNIST\uff08\u624b\u66f8\u304d\u6570\u5b57\u30c7\u30fc\u30bf\uff09\u306e\u753b\u50cf\u5206\u985e\u3067\u3057\u3087\uff1f\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f<\/p>\n<p>\u4eca\u65e5\u306f\u3001\u3082\u3046\u5c11\u3057\u6df1\u5c64\u5b66\u7fd2\u3089\u3057\u3044<span style=\"color: #339966;\"><strong>CIFAR-10<\/strong><\/span>\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001<\/p>\n<ul>\n<li><span style=\"color: #ff0000;\"><strong>CIFAR-10\u3063\u3066\u306a\u306b\uff1f<\/strong><\/span><\/li>\n<li><span style=\"color: #ff0000;\"><strong>TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308c\u3070\u3001CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u3092\u8a66\u305b\u308b\u306e\uff1f<\/strong><\/span>\n<\/li>\n<li><span style=\"color: #ff0000;\"><strong>\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067CIFAR-10\u306e\u8a18\u4e8b\u3092\u898b\u3064\u3051\u305f\u3051\u3069\u3001\u624b\u3063\u53d6\u308a\u65e9\u304f\u8a66\u305b\u306a\u3044\u306e\uff1f<\/strong><\/span>\n<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u3042\u306a\u305f\u306b\u9001\u308b\u3001<span style=\"color: #0000ff;\"><strong>TensorFlow\u3092\u4f7f\u3063\u3066CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u3092\u3084\u3063\u3066\u307f\u305f<\/strong><\/span>\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>TensorFlow\u3068\u306f<\/h2>\n<p><span style=\"color: #339966;\"><strong>TensorFlow<\/strong><\/span>\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u6df1\u5c64\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306b\u4f7f\u7528\u3067\u304d\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #0000ff;\"><strong>TensorFlow\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/span>\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u3088\u304f\u5206\u304b\u3089\u306a\u3044\u65b9\u306f\u78ba\u8a8d\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/p>\n            <a href=\"https:\/\/www.sejuku.net\/blog\/38134\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/11\/Tensor-150x85.png\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">TensorFlow\u3068\u306f\uff1f\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u9808\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2025\u5e7412\u670826\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            \n<h2>CIFAR-10\u3068\u306f<\/h2>\n<p><span style=\"color: #339966;\"><strong>CIFAR-10<\/strong><\/span>\u306f\u3001airplane\uff08\u98db\u884c\u6a5f\uff09\u3001automobile\uff08\u81ea\u52d5\u8eca\uff09\u3001bird\uff08\u9ce5\uff09\u3001cat\uff08\u732b\uff09\u3001deer\uff08\u9e7f\uff09\u3001dog\uff08\u72ac\uff09\u3001frog\uff08\u30ab\u30a8\u30eb\uff09\u3001horse\uff08\u99ac\uff09\u3001ship\uff08\u8239\uff09\u3001truck\uff08\u30c8\u30e9\u30c3\u30af\uff09\u306e\u3044\u305a\u308c\u304b\u304c\u5199\u3063\u3066\u3044\u308b\u5199\u771f\u3092\u96c6\u3081\u3066\u3001\u30e9\u30d9\u30eb\u3092\u3064\u3051\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>CIFAR-10\u3092\u5b66\u7fd2\u3067\u304d\u308c\u3070\u3001<span style=\"color: #0000ff;\"><strong>\u5199\u771f\u306b\u5199\u3063\u3066\u3044\u308b\u7269\u4f53\u3092\u533a\u5225\u3067\u304d\u308b<\/strong><\/span>\u3060\u308d\u3046\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u300110\u7a2e\u985e\u9650\u5b9a\u306a\u306e\u3067<span style=\"color: #ff0000;\"><strong>\u30d1\u30bd\u30b3\u30f3\u3068\u304b\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306e\u753b\u50cf\u3092\u898b\u305b\u3066\u3082\u3001\u6b63\u3057\u304f\u306f\u5206\u985e\u3067\u304d\u307e\u305b\u3093<\/strong><\/span>\u304c\u3001\u305d\u308c\u3067\u3082\u624b\u66f8\u304d\u6570\u5b57\u3088\u308a\u306f\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u306a\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>CIFAR-10\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.cs.toronto.edu\/~kriz\/cifar.html\" target=\"_blank\" rel=\"noopener\">https:\/\/www.cs.toronto.edu\/~kriz\/cifar.html<\/a><\/p>\n<h2>CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\uff01<\/h2>\n<p>TensorFlow\u306e\u30b5\u30a4\u30c8\u306b\u3001<span style=\"color: #339966;\"><strong>\u300cConvolutional Neural Networks\u300d\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/span>\u3068\u3044\u3046\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04.png\" alt=\"tens-models04\" width=\"1186\" height=\"678\" class=\"alignnone size-full wp-image-46675\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04.png 1186w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04-150x86.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04-300x172.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04-640x366.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04-810x463.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tens-models04-1140x652.png 1140w\" sizes=\"(max-width: 1186px) 100vw, 1186px\" \/><\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.tensorflow.org\/tutorials\/deep_cnn\" target=\"_blank\" rel=\"noopener\">https:\/\/www.tensorflow.org\/tutorials\/deep_cnn<\/a><\/p>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span style=\"color: #0000ff;\"><strong>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u89e3\u8aac\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u52d5\u304b\u3059\u65b9\u6cd5<\/strong><\/span>\u3092\u8aac\u660e\u3057\u307e\u3059\uff01<\/p>\n<h3>\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/h3>\n<p>\u307e\u305a\u306f\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u304b\u3089\u3001\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/github.com\/tensorflow\/models\/tree\/master\/tutorials\/image\/cifar10\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/tensorflow\/models\/tree\/master\/tutorials\/image\/cifar10<\/a><\/p>\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u4ee5\u4e0b\u306e4\u3064\u3067\u3059\u3002<\/p>\n<ul>\n<li><span style=\"color: #339966;\"><strong>cifar10.py<\/strong><\/span><\/li>\n<li><span style=\"color: #339966;\"><strong>cifar10_eval.py<\/strong><\/span><\/li>\n<li><span style=\"color: #339966;\"><strong>cifar10_input.py<\/strong><\/span><\/li>\n<li><span style=\"color: #339966;\"><strong>cifar10_train.py<\/strong><\/span><\/li>\n<\/ul>\n<p>\u3053\u306e4\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<p>\u4efb\u610f\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308c\u3070\u5927\u4e08\u592b\u3067\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306f<span style=\"color: #339966;\"><strong>\u300cD:\\TensorFlow\\CNN\u300d\u30d5\u30a9\u30eb\u30c0<\/strong><\/span>\u306b\u4fdd\u5b58\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3061\u306a\u307f\u306b\u3001\u516c\u5f0f\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001<span style=\"color: #339966;\"><strong>cifar10_multi_gpu_train.py<\/strong><\/span>\u3082\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f<span style=\"color: #ff0000;\"><strong>\u8907\u6570\u306eGPU\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u30d1\u30bd\u30b3\u30f3\u7528\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002<\/strong><\/span><\/p>\n<p>\u3053\u306ecifar10_multi_gpu_train.py\u3092\u3001cifar10_train.py\u306e\u4ee3\u308f\u308a\u306b\u5b9f\u884c\u3059\u308b\u3068\u3001\u5b66\u7fd2\u304c\u9ad8\u901f\u306b\u9032\u307f\u307e\u3059\u3002<\/p>\n<p>\u79c1\u3082\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001<span style=\"color: #0000ff;\"><strong>GPU\u304c1\u3064\u3057\u304b\u306a\u3044\u306e\u3067cifar10_train.py\u3068\u540c\u3058\u7a0b\u5ea6\u306e\u5b66\u7fd2\u6642\u9593\u304c\u304b\u304b\u308a\u305d\u3046\u3067\u3057\u305f\u3002<\/strong><\/span><\/p>\n<h3>\u5b66\u7fd2\u3059\u308b<\/h3>\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001<span style=\"color: #0000ff;\"><strong>TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u74b0\u5883\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/strong><\/span><\/p>\n<p>\u3053\u3053\u3067\u306f\u3001<span style=\"color: #339966;\"><strong>Anaconda Navigator<\/strong><\/span>\u3092\u8d77\u52d5\u3057\u3001<span style=\"color: #339966;\"><strong>GPU\u7248TensorFlow<\/strong><\/span>\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305fPython\u74b0\u5883\u3092\u8d77\u52d5\u3057\u3066\u3001\u300cD:\\TensorFlow\\RNN\u300d\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3057\u305fcifar10_train.py\u3092\u5b9f\u884c\u3059\u308b\u64cd\u4f5c\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\uff081\uff09Anaconda Navigator\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p>\uff082\uff09<span style=\"color: #339966;\"><strong>\u300cEnvironment\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u5f8c\u3001<span style=\"color: #339966;\"><strong>\u300ctensorflow-gpu\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001<span style=\"color: #339966;\"><strong>\u300c<img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/mnist_03.png\" alt=\"mnist_03\" width=\"16\" height=\"16\" class=\"alignnone size-full wp-image-45694\" \/>\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001<span style=\"color: #339966;\"><strong>\u300cOpen Terminal\u300d<\/strong><\/span>\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01.png\" alt=\"tens-use01\" width=\"1339\" height=\"832\" class=\"alignnone size-full wp-image-44422\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01.png 1339w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01-150x93.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01-300x186.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01-640x398.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01-810x503.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use01-1140x708.png 1140w\" sizes=\"(max-width: 1339px) 100vw, 1339px\" \/><\/p>\n<p>\uff083\uff09<span style=\"color: #339966;\"><strong>\u300cD:\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use02.png\" alt=\"tens-use02\" width=\"499\" height=\"332\" class=\"alignnone size-full wp-image-44423\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use02.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use02-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/tens-use02-300x200.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p>\uff084\uff09<span style=\"color: #339966;\"><strong>\u300ccd TensorFlow\\CNN\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn01.png\" alt=\"tensor-cnn01\" width=\"499\" height=\"332\" class=\"alignnone size-full wp-image-52914\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn01.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn01-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn01-300x200.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p>\uff085\uff09<span style=\"color: #339966;\"><strong>\u300cpython cifar10_train.py\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn02.png\" alt=\"tensor-cnn02\" width=\"499\" height=\"332\" class=\"alignnone size-full wp-image-52915\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn02.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn02-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn02-300x200.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p>\u5b9f\u884c\u4e2d\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn03.png\" alt=\"tensor-cnn03\" width=\"499\" height=\"332\" class=\"alignnone size-full wp-image-52916\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn03.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn03-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn03-300x200.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p><span style=\"color: #339966;\"><strong>\u300cstep xxxxx\u300d<\/strong><\/span>\u306e\u90e8\u5206\u304c\u3001<span style=\"color: #0000ff;\"><strong>1000000\uff08100\u4e07\uff09\u306b\u306a\u308b\u3068\u7d42\u4e86<\/strong><\/span>\u3067\u3059\u306e\u3067\u3001\u7d42\u4e86\u3059\u308b\u307e\u3067\u5f85\u3061\u307e\u3059\u3002<\/p>\n<p>\u624b\u5143\u306e\u30d1\u30bd\u30b3\u30f3\uff08Intel Core i5-4430\uff0bNVIDIA GeForce GTX 1050 Ti\uff09\u3067\u306f\u3001<span style=\"color: #ff0000;\"><strong>\u7d048\u6642\u9593\u304b\u304b\u308a\u307e\u3057\u305f\u3002<\/strong><\/span><\/p>\n<p>\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u8a18\u4e8b\u3068\u6bd4\u8f03\u3057\u3066\u300110\u500d\u304f\u3089\u3044\u306e\u901f\u3055\u3067\u51e6\u7406\u3067\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u3042\u3061\u3089\u3067\u306f80\u6642\u9593\u304f\u3089\u3044\u304b\u304b\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u2026\u3002<\/p>\n<p>\uff085\uff09\u5b66\u7fd2\u304c\u7d42\u4e86\u3057\u305f\u3089\u3001<span style=\"color: #339966;\"><strong>\u300cpython cifar10_eval.py\u300d<\/strong><\/span>\u3068\u5165\u529b\u3057\u3001Enter\u30ad\u30fc\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn04.png\" alt=\"tensor-cnn04\" width=\"499\" height=\"338\" class=\"alignnone size-full wp-image-52917\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn04.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn04-150x102.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn04-300x203.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p>\u7cbe\u5ea6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn05.png\" alt=\"tensor-cnn05\" width=\"499\" height=\"332\" class=\"alignnone size-full wp-image-52918\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn05.png 499w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn05-150x100.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/tensor-cnn05-300x200.png 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/><\/p>\n<p>\u4eca\u56de\u306f<span style=\"color: #0000ff;\"><strong>86.6%<\/strong><\/span>\u306e\u7cbe\u5ea6\u304c\u51fa\u307e\u3057\u305f\u3002<\/p>\n<p>MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u3067\u306f\u3001\u3082\u3063\u3068\u77ed\u3044\u6642\u9593\u3067\u3082\u3063\u3068\u9ad8\u3044\u7cbe\u5ea6\u304c\u3067\u3066\u3044\u307e\u3057\u305f\u306e\u3067\u3001CIFAR-10\u306e\u5b66\u7fd2\u306f\u96e3\u3057\u3044\u3068\u8a00\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u6bd4\u8f03\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n            <a href=\"https:\/\/www.sejuku.net\/blog\/45678\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/03\/tensor_mnist-150x86.jpg\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">\u3010TensorFlow\u3011MNIST\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u30923\u7a2e\u7d39\u4ecb\uff01<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            \n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u4eca\u56de\u306f\u3001CIFAR-10\u3068\u547c\u3070\u308c\u308b\u753b\u50cf\u30bb\u30c3\u30c8\u3092\u7d39\u4ecb\u3057\u3001TensorFlow\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u8a18\u4e8b\u306b\u5f93\u3063\u3066\u3001CIFAR-10\u3092\u5b66\u7fd2\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>MNIST\u30c7\u30fc\u30bf\u3068\u540c\u305810\u30af\u30e9\u30b9\u5206\u985e\u306a\u306e\u3067\u3059\u304c\u3001<span style=\"color: #ff0000;\"><strong>\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u306a\u305f\u3081\u5b66\u7fd2\u6642\u9593\u304c\u5727\u5012\u7684\u306b\u9577\u304f\u306a\u308a\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u7cbe\u5ea6\u306b\u3064\u3044\u3066\u3082\u3001MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u3067\u306f90\uff5e99%\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u304c\u3001CIFAR-10\u306e\u5b66\u7fd2\u3067\u306f86.6%\u3068\u3001\u3055\u307b\u3069\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u3044\u5370\u8c61\u3092\u53d7\u3051\u307e\u3057\u305f\u3002<\/p>\n<p>\u540c\u3058CNN\u3067\u3082\u3001<span style=\"color: #0000ff;\"><strong>\u5b66\u7fd2\u5185\u5bb9\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u304c\u5909\u308f\u308a\u3001\u5b66\u7fd2\u6642\u9593\u3082\u7cbe\u5ea6\u3082\u5927\u304d\u304f\u5909\u5316\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u6b21\u306f\u3001\u3042\u306a\u305f\u304c\u5fc5\u8981\u306a\u753b\u50cf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3001CNN\u3067\u5b66\u7fd2\u3055\u305b\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u9762\u767d\u3044\u7d50\u679c\u304c\u51fa\u305f\u3089\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>TensorFlow\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3068\u3044\u3048\u3070\u3001MNIST\uff08\u624b\u66f8\u304d\u6570\u5b57\u30c7\u30fc\u30bf\uff09\u306e\u753b\u50cf\u5206\u985e\u3067\u3057\u3087\uff1f\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f \u4eca\u65e5\u306f\u3001\u3082\u3046\u5c11\u3057\u6df1\u5c64\u5b66\u7fd2\u3089\u3057\u3044CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\u3057\u307e\u3057\u3087\u3046\u3002 \u3053\u306e\u8a18\u4e8b\u306f\u3001 CIFAR-1 [&hellip;]<\/p>\n","protected":false},"author":16433,"featured_media":52920,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2350],"tags":[1071],"class_list":["post-52907","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study","tag-tensorflow"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u3010TensorFlow\u3011CNN\u3067CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\u3057\u3088\u3046 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010TensorFlow\u3011CNN\u3067CIFAR-10\u306e\u753b\u50cf\u5206\u985e\u306b\u6311\u6226\u3057\u3088\u3046 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/52907\" \/>\n<meta property=\"og:locale\" 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