{"id":24668,"date":"2024-03-17T02:10:15","date_gmt":"2024-03-16T17:10:15","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/fastai%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%e3%80%82\/"},"modified":"2024-03-22T09:41:31","modified_gmt":"2024-03-22T00:41:31","slug":"fastai%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/fastai%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%e3%80%82\/","title":{"rendered":"Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\u3002"},"content":{"rendered":"

Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u65b9\u6cd5\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n

    \n
  1. Fastai\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff1a\u6700\u521d\u306b\u3001Python\u74b0\u5883\u3067Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001pip\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\uff1apip install fastai\u3002<\/li>\n
  2. Fastai\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\uff1aPython\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3001Fastai\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001Fastai\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Fastai\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30b3\u30fc\u30c9\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\uff1afrom fastai.vision.all import *<\/li>\n
  3. \u30c7\u30fc\u30bf\u306e\u6e96\u5099\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u691c\u8a3c\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002Fastai\u306f\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u6e96\u5099\u3059\u308b\u4fbf\u5229\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ed\u30fc\u30c9\u3059\u308b\u306b\u306f\u3001ImageDataLoaders\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n
    path = Path('path_to_dataset')\r\ndls = ImageDataLoaders.from_folder(path, train='train', valid='valid')\r\n<\/code><\/pre>\n
      \n
    1. \u30b7\u30fc\u30a8\u30cc\u30a8\u30cc\u30e9\u30fc\u30ca\u30fc<\/li>\n<\/ol>\n
      learn = cnn_learner(dls, resnet34, metrics=accuracy)\r\n<\/code><\/pre>\n
        \n
      1. \u30d5\u30a3\u30c3\u30c8\u30ef\u30f3\u30b5\u30a4\u30af\u30eb<\/li>\n<\/ol>\n
        learn.fit_one_cycle(10)\r\n<\/code><\/pre>\n
          \n
        1. \u78ba\u8a8d\u3059\u308b<\/li>\n<\/ol>\n
          accuracy = validate(learn.dls.valid, learn.model)\r\n<\/code><\/pre>\n
            \n
          1. \u4e88\u6e2c\u3092\u53d6\u5f97\u3059\u308b<\/li>\n<\/ol>\n
            preds, _ = learn.get_preds(dl=test_dl)\r\n<\/code><\/pre>\n
            Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0a\u306e\u901a\u308a\u3067\u3042\u308a\u3001\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af\u3084\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3055\u3089\u306a\u308b\u8abf\u6574\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
            Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u65b9\u6cd5\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\uff1a Fastai\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff1a\u6700\u521d\u306b\u3001Python\u74b0\u5883\u3067Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001pip\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\uff1api […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24668","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nFastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\u3002 - Blog - Silicon Cloud<\/title>\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.silicloud.com\/ja\/blog\/fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\u3002\" \/>\n<meta property=\"og:description\" content=\"Fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u65b9\u6cd5\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\uff1a Fastai\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff1a\u6700\u521d\u306b\u3001Python\u74b0\u5883\u3067Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Fastai\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001pip\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\uff1api […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/fastai\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u306f\u4f55\u3067\u3059\u304b\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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