{"id":1692,"date":"2021-04-09T17:38:32","date_gmt":"2021-04-09T08:38:32","guid":{"rendered":"https:\/\/www.ryucom.co.jp\/blog\/?p=1692"},"modified":"2021-04-12T18:00:46","modified_gmt":"2021-04-12T09:00:46","slug":"post-1692","status":"publish","type":"post","link":"https:\/\/www.ryucom.co.jp\/blog\/iot\/1692","title":{"rendered":"AI\u00d7IoT\u3067\u4eba\u691c\u77e5\u6a5f\u80fd\u4ed8\u304d\u76e3\u8996\u30ab\u30e1\u30e9\u3092\u4f5c\u3063\u3066\u307f\u305f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u5449\u5c4b\u3067\u3059\u3002<br>\u4eca\u56de\u306f\u3001\u6700\u8fd1\u53d7\u8b1b\u3057\u305f\u300cAI\u00d7IoT\u300d\u6280\u8853\u30bb\u30df\u30ca\u30fc\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\u672c\u63b2\u8f09\u306b\u3064\u304d\u307e\u3057\u3066\u306f\u3001\u30bb\u30df\u30ca\u30fc\u4e3b\u50ac\u8005\u300cMorning Project Samurai \u682a\u5f0f\u4f1a\u793e\u300d\u69d8\u3088\u308a\u3001\u3054\u5feb\u8afe\u3044\u305f\u3060\u3044\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bf\u30a4\u30c8\u30eb\u306f\u300cRaspberry Pi \u3067\u2f08\u691c\u77e5\u6a5f\u80fd\u4ed8\u304d\u76e3\u8996\u30ab\u30e1\u30e9\u3092\u3064\u304f\u3063\u3066\u307f\u3088\u3046\uff01\uff01AI\u00d7IoT\u306e\u6280\u8853\u306e\u5165\u308a\u53e3\u3092\u5b9f\u8df5\u30fb\u4f53\u9a13\uff01\u300d\u3067\u3059\u3002<br>AI\u3068IoT\u6280\u8853\u691c\u8a3c\u4e2d\u306e\u79c1\u306b\u30d4\u30c3\u30bf\u30ea\u3067\u9762\u767d\u305d\u3046\u306a\u5185\u5bb9\u3068\u601d\u3044\u3001\u3059\u3050\u306b\u7533\u3057\u8fbc\u307f\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p>\u30bb\u30df\u30ca\u30fc\u306e\u8a73\u7d30\u306f\u3001\u4e0b\u8a18\u3068\u306a\u308a\u307e\u3059\u3002<br><a href=\"https:\/\/techplay.jp\/event\/812039\">https:\/\/techplay.jp\/event\/812039<\/a><\/p>\n\n\n\n<p>\u300cTECH PLAY\u300d\u3068\u3044\u3046\u6280\u8853\u8005\u5411\u3051\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30fc\u30b5\u30a4\u30c8\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br>\u8208\u5473\u306e\u3042\u308b\u5206\u91ce\u3092\u767b\u9332\u3057\u3066\u304a\u304f\u3068\u3001\u901a\u77e5\u304c\u304f\u308b\u306e\u3067\u60c5\u5831\u53ce\u96c6\u306e\u969b\u306b\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8b\u524d\u6e96\u5099\u3000\uff5e\u6a5f\u6750\u306e\u6e96\u5099\uff5e<\/h2>\n\n\n\n<p>\u4f7f\u7528\u3059\u308bIoT\u306f\u300cRaspberry Pi\uff08\u30e9\u30ba\u30d9\u30ea\u30fc\u30d1\u30a4\u3001\u30e9\u30ba\u30d1\u30a4\uff09\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<br>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u57fa\u5e79\u90e8\u54c1\u3092\uff11\u679a\u306e\u56de\u8def\u57fa\u76e4\u306b\u642d\u8f09\u3057\u305f\u30b7\u30f3\u30b0\u30eb\u30dc\u30fc\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u3059\u3002<br>2012\u5e74\u306b\u767a\u58f2\u3055\u308c\u300c\u624b\u306e\u3072\u3089\u30b5\u30a4\u30ba\u300d\u300c\u5b89\u3044\u300d\u7b49\u304b\u3089\u9032\u5316\u3057\u7d9a\u3051\u308b\u4eba\u6c17\u306eIoT\u3067\u3001\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u30fb\u30ad\u30fc\u30dc\u30fc\u30c9\u30fb\u30de\u30a6\u30b9\u304c\u3042\u308c\u3070\u3001Windows\u3084Mac\u306e\u3088\u3046\u306b\u30d1\u30bd\u30b3\u30f3\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-1024x768.jpeg\" alt=\"Raspberry Pi\" class=\"wp-image-1805\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-1024x768.jpeg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-300x225.jpeg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-768x576.jpeg 768w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-1536x1152.jpeg 1536w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_1-2048x1536.jpeg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u30e9\u30ba\u30d1\u30a4\u3092\u542b\u3081\u305f\u5fc5\u8981\u306a\u6a5f\u6750\u306f\u3001\u4e0b\u8a18\u3068\u306a\u308a\u307e\u3059\u3002<br>\u30e9\u30ba\u30d1\u30a4\u3068\u30ab\u30e1\u30e9\u306e\u307f\u8cfc\u5165\u3057\u305f\u305f\u3081\u3001\u4e00\u4e07\u5186\u7a0b\u5ea6\u3067\u7528\u610f\u3067\u304d\u307e\u3057\u305f\uff01<br><br>\u30fbRaspberry Pi 4B<br>\u30fbMicro SD \u30ab\u30fc\u30c9<br>\u30fbRaspberry Pi Camera Module V2.1<br>\u30fbRaspberry Pi\u306b\u63a5\u7d9a\u3059\u308bHDMI\u30b1\u30fc\u30d6\u30eb<br>\u30fbRaspberry Pi\u306b\u63a5\u7d9a\u3059\u308bHDMI\u304c\u4f7f\u3048\u308b\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4<br>\u30fbRaspberry Pi\u306b\u63a5\u7d9a\u3059\u308bUSB\uff08Type-A\uff09\u30ad\u30fc\u30dc\u30fc\u30c9<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8b\u524d\u6e96\u5099\u3000\uff5e\u30e9\u30ba\u30d1\u30a4\u306e\u8a2d\u5b9a\uff5e<\/h2>\n\n\n\n<p>\u521d\u671f\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<br>\u30cd\u30c3\u30c8\u3067\u30b0\u30b0\u308b\u3068\u591a\u304f\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u3053\u3067\u306f\u5927\u307e\u304b\u306b\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><span style=\"font-size: 18px\" class=\"font-size\">\u30e9\u30ba\u30d1\u30a4OS\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span><\/li><li><span style=\"font-size: 18px\" class=\"font-size\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a2d\u5b9a<\/span><\/li><li><span style=\"font-size: 18px\" class=\"font-size\">\u30ab\u30e1\u30e9\u30c7\u30d0\u30a4\u30b9\u306e\u8a2d\u5b9a<\/span><\/li><\/ul>\n\n\n\n<p>\u4ee5\u4e0a\u306e\u8a2d\u5b9a\u3067\u3001Wi-Fi\u7d4c\u7531\u3067\u30e9\u30ba\u30d1\u30a4\u306b\u63a5\u7d9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"622\" height=\"260\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_2-3.jpg\" alt=\"Raspberry Pi\" class=\"wp-image-1828\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_2-3.jpg 622w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_2-3-300x125.jpg 300w\" sizes=\"(max-width: 622px) 100vw, 622px\" \/><\/figure>\n\n\n\n<p>\u6b21\u306b\u3001AI\u958b\u767a\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><span style=\"font-size: 18px\" class=\"font-size\">Pytorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span><\/li><\/ul>\n\n\n\n<p>\u3000Python\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u3000\u3053\u3053\u3067\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3000Pytorch\u306e\u30d3\u30eb\u30c9\uff08\u30b3\u30f3\u30d1\u30a4\u30eb\uff09\u306f\u3001\u304b\u306a\u308a\u306e\u6642\u9593\u3092\u8981\u3057\u307e\u3059\u3002<br>\u3000\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u5f85\u3064\u3060\u3051\u306a\u306e\u3067\u3059\u304c\u3001\u4e38\u4e00\u65e5\u304b\u304b\u308a\u307e\u3057\u305f\u3002\u3002\u3002<\/p>\n\n\n\n<ul><li><span style=\"font-size: 18px\" class=\"font-size\">torchvision\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span><\/li><\/ul>\n\n\n\n<p>\u3000PyTorch\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6271\u3044\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br>\u3000\u3053\u3053\u3067\u3082\u30d3\u30eb\u30c9\u3092\u884c\u3046\u306e\u3067\u3059\u304c\u3001\u534a\u65e5\u307b\u3069\u304b\u304b\u308a\u307e\u3057\u305f\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u6e96\u5099\u5b8c\u4e86\u3057\u305f\u30e9\u30ba\u30d1\u30a4\u306f\u3001\u3053\u3061\u3089\u3067\u3059\uff01<br>\u300c\u30ab\u30e1\u30e9\u3063\u3066\u3053\u3093\u306a\u611f\u3058\uff1f\u300d\u3063\u3066\u3001\u9a5a\u304d\u307e\u3057\u305f\uff01\uff08\u7b11\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-1024x768.jpeg\" alt=\"Raspberry Pi\" class=\"wp-image-1814\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-1024x768.jpeg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-300x225.jpeg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-768x576.jpeg 768w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-1536x1152.jpeg 1536w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_6-2048x1536.jpeg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u756a\u3000\uff5e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u914d\u4fe1\uff5e<\/h2>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u304c\u672c\u756a\u3067\u3059\uff01<br>\u30ab\u30e1\u30e9\u3067\u64ae\u5f71\u3057\u3066\u3044\u308b\u52d5\u753b\u3092\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u914d\u4fe1\u3057\u3001Web\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002<br>\u30bb\u30df\u30ca\u30fc\u5074\u3088\u308a\u30d7\u30ed\u30b0\u30e9\u30e0\u30bd\u30fc\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30e9\u30ba\u30d1\u30a4\u3078\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30fb\u5b9f\u884c\u3057\u307e\u3059\u3002<br>\u203b\u5b9f\u884c\u30b3\u30de\u30f3\u30c9\u306f\u3001\u4e00\u90e8\u306e\u307f\u8a18\u8f09\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ git clone https:\/\/github.com\/XXXXX \uff03 Git\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u30bd\u30fc\u30b9\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\n$ python3 camera.py &amp; # \u30ab\u30e1\u30e9\u30a2\u30d7\u30ea\u8d77\u52d5\n$ python3 api.py # API \u30b5\u30fc\u30d0\u30fc\u8d77\u52d5<\/code><\/pre>\n\n\n\n<p>Web\u3067\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1010\" height=\"489\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_3-1.jpg\" alt=\"Raspberry Pi\" class=\"wp-image-1833\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_3-1.jpg 1010w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_3-1-300x145.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_3-1-768x372.jpg 768w\" sizes=\"(max-width: 1010px) 100vw, 1010px\" \/><\/figure>\n\n\n\n<p>\u7528\u610f\u3055\u308c\u305f\u3082\u306e\u3092\u5229\u7528\u3057\u305f\u3060\u3051\u306a\u306e\u3067\u3059\u304c\u3001\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u305f\u306e\u306f\u9a5a\u304d\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u756a\u3000\uff5e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3068AI\u306e\u8a13\u7df4\uff5e<\/h2>\n\n\n\n<p>AI\u3067\u4eba\u3092\u8a8d\u8b58\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u300c\u2f08\u304c\u6620\u3063\u3066\u3044\u308b\u72b6\u614b\u300d\u3068\u300c\u2f08\u304c\u6620\u3063\u3066\u3044\u306a\u3044\u72b6\u614b\u300d\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u3053\u306e\u30c7\u30fc\u30bf\u304cAI\u69cb\u7bc9\u306e\u809d\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3067\u3001\u614e\u91cd\u306b\u884c\u3044\u307e\u3059\u3002<br>\u6307\u5b9a\u3055\u308c\u305fURL\u304b\u3089\u9332\u753b\u958b\u59cb\u30fb\u505c\u6b62\u30fb\u524a\u9664\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ab\u30e1\u30e9\u306b\u2f83\u5206\u304c\u6620\u308b\u5834\u6240\u306b\u79fb\u52d5\u3057\u3001\u9332\u753b\u3092\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3059\u3002<br>\u69d8\u3005\u306a\u52d5\u304d\u3092\u3057\u305f\u308a\u3001\u30ab\u30e1\u30e9\u306e\u4f4d\u7f6e\u3092\u5909\u3048\u305f\u308a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001\u3053\u308c\u3067\u3044\u3044\u3068\u601d\u3063\u305f\u3068\u3053\u308d\u3067\u9332\u753b\u3092\u6b62\u3081\u307e\u3059\u3002<br><br>\u3053\u308c\u3067\u300c\u2f08\u304c\u6620\u3063\u3066\u3044\u308b\u72b6\u614b\u300d\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u306f\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002<br>\u540c\u69d8\u306b\u300c\u2f08\u304c\u6620\u3063\u3066\u3044\u306a\u3044\u72b6\u614b\u300d\u306e\u30c7\u30fc\u30bf\u3082\u53d6\u5f97\u3057\u3001\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002<br><br>\u6b21\u306b\u3001\u53d6\u5f97\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306bAI\u306e\u8a13\u7df4\u3092\u884c\u3044\u307e\u3059\u3002<br>\u30e9\u30ba\u30d1\u30a4\u3060\u3068\u6642\u9593\u304c\u304b\u304b\u308b\u3053\u3068\u304b\u3089\u3001\u30ce\u30fc\u30c8PC\u306b\u5b9f\u884c\u74b0\u5883\uff08Visual Studio Code\uff09\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<br><br>\u5148\u307b\u3069\u53d6\u5f97\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092PC\u306b\u30b3\u30d4\u30fc\u3057\u3001\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ python cam.py train<\/code><\/pre>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u300cmodel.pth\u300d\u3068\u3044\u3046\u5b66\u7fd2\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u756a\u3000\uff5e\u4eba\u691c\u77e5\u306e\u691c\u8a3c\uff5e<\/h2>\n\n\n\n<p>\u3044\u3088\u3044\u3088\u30e9\u30b9\u30c8\u3067\u3059\u3002<br>\u8a13\u7df4\u3057\u305fAI\u30e2\u30c7\u30eb\u304c\u6b63\u3057\u304f\u52d5\u4f5c\u3059\u308b\u304b\u691c\u8a3c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br><br>\u5b66\u7fd2\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u30e9\u30ba\u30d1\u30a4\u306b\u30b3\u30d4\u30fc\u3057\u3001AI\u30a2\u30d7\u30ea\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ python3 cam.py eval --pth=..\/models\/model.pth --ipt=\/tmp\/camera_out.jpg --opt=\/tmp\/cam_out.jpg<\/code><\/pre>\n\n\n\n<p>Web\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3001\u4eba\u304c\u6620\u3063\u3066\u3044\u308b\u7b87\u6240\u304c\u660e\u308b\u304f\u306a\u308c\u3070\u7121\u4e8b\u5b8c\u4e86\u3067\u3059\uff01<br>\u4eba\u304c\u8a8d\u8b58\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u60aa\u3044\u305f\u3081\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u306a\u304a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb\u4eba\u304c\u6620\u3063\u3066\u3044\u308b\u5834\u5408<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"476\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_4-2.jpg\" alt=\"Raspberry Pi\" class=\"wp-image-1842\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_4-2.jpg 1009w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_4-2-300x142.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_4-2-768x362.jpg 768w\" sizes=\"(max-width: 1009px) 100vw, 1009px\" \/><\/figure>\n\n\n\n<p>\u30fb\u4eba\u304c\u6620\u3063\u3066\u3044\u306a\u3044\u5834\u5408<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1005\" height=\"473\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_5-2.jpg\" alt=\"Raspberry Pi\" class=\"wp-image-1835\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_5-2.jpg 1005w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_5-2-300x141.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/04\/raspi_5-2-768x361.jpg 768w\" sizes=\"(max-width: 1005px) 100vw, 1005px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u672c\u30bb\u30df\u30ca\u30fc\u306fLinux\u306e\u57fa\u672c\u64cd\u4f5c\u304c\u3067\u304d\u308c\u3070\u3001\u30e9\u30ba\u30d1\u30a4\u958b\u767a\u672a\u7d4c\u9a13\u8005\u3067\u3082\u5b8c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br>\u30e9\u30ba\u30d1\u30a4\u306b\u8208\u5473\u306f\u3042\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u306a\u304b\u306a\u304b\u89e6\u308b\u6a5f\u4f1a\u304c\u306a\u304b\u3063\u305f\u306e\u3067\u3068\u3066\u3082\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306eAI\u6280\u8853\u306f\u300c\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u306e\u300cCAM\uff08Class Activation Mapping\uff09\u300d\u624b\u6cd5\u3092\u7528\u3044\u307e\u3057\u305f\u3002<br>\u300c\u4eba\u304c\u6620\u3063\u3066\u3044\u308b\u30fb\u3044\u306a\u3044\u300d\u306e\u7279\u5fb4\u91cf\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\uff08\u5c64\uff09\u3067\u5c11\u3057\u305a\u3064\u62bd\u51fa\u3057\u3066\u3044\u304d\u3001\u5224\u65ad\u3059\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br>\u8abf\u3079\u3066\u307f\u308b\u3068\u3001\u6570\u5f0f\u304c\u8272\u3005\u51fa\u3066\u304d\u3066\u96e3\u3057\u304b\u3063\u305f\u3067\u3059\u3002\u3002\u3002\uff08\u7b11\uff09<br>\u4eba\u3092\u67a0\u3067\u56f2\u3063\u305f\u308a\u3001\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3067\u8868\u73fe\u3057\u305f\u308a\u3068\u5de5\u592b\u3059\u308b\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u3084\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u73fe\u5728\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u6c17\u8efd\u306bAI\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001IoT\u3084\u4f01\u696d\u7b49\u304b\u3089\u53ce\u96c6\u3055\u308c\u305f\u30d3\u30c3\u30af\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b\u969b\u306b\u6280\u8853\u624b\u6cd5\u307e\u3067\u77e5\u3063\u3066\u304a\u304f\u3068\u3001\u69d8\u3005\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3044\u3054\u306b<\/h2>\n\n\n\n<p>\u30bb\u30df\u30ca\u30fc\u4e3b\u50ac\u8005\u306eMorning Project Samurai \u682a\u5f0f\u4f1a\u793e\u69d8\u3001\u30d6\u30ed\u30b0\u63b2\u8f09\u3092\u3054\u5feb\u8afe\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<br>\u6b21\u56de\u306e\u30c6\u30fc\u30de\u306f\u300c\u7269\u4f53\u691c\u51fa\u3068\u97f3\u58f0\u751f\u6210\u306e\u7d44\u307f\u5408\u308f\u305b\u300d\u3092\u4e88\u5b9a\u3057\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br>\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u305c\u3072\u3001\u53c2\u52a0\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b(^o^)\/<br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3002\u5449\u5c4b\u3067\u3059\u3002\u4eca\u56de\u306f\u3001\u6700\u8fd1\u53d7\u8b1b\u3057\u305f\u300cAI\u00d7IoT\u300d\u6280\u8853\u30bb\u30df\u30ca\u30fc\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002\u672c\u63b2\u8f09\u306b\u3064\u304d\u307e\u3057\u3066\u306f\u3001\u30bb\u30df\u30ca\u30fc\u4e3b\u50ac\u8005\u300cMorning Project Samurai \u682a\u5f0f\u4f1a\u793e\u300d\u69d8\u3088\u308a\u3001\u3054\u5feb\u8afe\u3044\u305f\u3060\u3044\u3066 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":1821,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15],"tags":[10,14],"_links":{"self":[{"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/posts\/1692"}],"collection":[{"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/comments?post=1692"}],"version-history":[{"count":54,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/posts\/1692\/revisions"}],"predecessor-version":[{"id":1844,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/posts\/1692\/revisions\/1844"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/media\/1821"}],"wp:attachment":[{"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/media?parent=1692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/categories?post=1692"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ryucom.co.jp\/blog\/wp-json\/wp\/v2\/tags?post=1692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}