{"id":57884,"date":"2025-05-13T00:59:00","date_gmt":"2025-05-13T08:59:00","guid":{"rendered":"https:\/\/www.sumologic.com\/blog\/%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd%e3%80%81%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%80%81%e3%83%87%e3%82%a3%e3%83%bc%e3%83%97%e3%83%a9%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%80%81%e3%81%9d%e3%81%97"},"modified":"2025-11-03T09:33:22","modified_gmt":"2025-11-03T17:33:22","slug":"machine-learning-deep-learning","status":"publish","type":"blog","link":"https:\/\/www.sumologic.com\/ja\/blog\/machine-learning-deep-learning","title":{"rendered":"\u4eba\u5de5\u77e5\u80fd\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u305d\u3057\u3066\u751f\u6210AI\u306e\u9055\u3044\u3068\u306f"},"content":{"rendered":"\n<section class=\"e-stn e-stn-0d652506f82b000a392973813b918ee25d5b4211 e-stn--glossary-inner-content e-stn--table-of-content\"><div class=\"container\">\n<div class=\"wp-block-b3rg-row e-row row\">\n<div class=\"wp-block-b3rg-column e-col e-col-1f7b3997080fc292474d26ff00c905d99d3520fa e-col--content-wrapper  col-sm-12 col-lg-12 col-xl-12\">\n<div class=\"e-div e-div-a1b32f66e1749758df41d5aea14f647cd10e362c e-div--card-btn-link\"><div class=\"e-img \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"400\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/AIML_Blog_header_700x200.jpg\" alt=\"AI&#x3001;ML&#x3001;&#x30C7;&#x30A3;&#x30FC;&#x30D7;&#x30E9;&#x30FC;&#x30CB;&#x30F3;&#x30B0;&#x3001;&#x304A;&#x3088;&#x3073;&#x751F;&#x6210;AI\" class=\"wp-image-4311\" title=\"\"><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.deeplearningbook.org\/\" target=\"_blank\" rel=\"noopener\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>\u3001<a href=\"https:\/\/www.springer.com\/us\/book\/9780387310732\" target=\"_blank\" rel=\"noopener\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u3001\u304a\u3088\u3073<a href=\"http:\/\/aima.cs.berkeley.edu\/\" target=\"_blank\" rel=\"noopener\">\u4eba\u5de5\u77e5\u80fd<\/a>\uff08AI\uff09\u306f\u3001\u540c\u7fa9\u8a9e\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306b\u306f\u660e\u78ba\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002\u53c2\u8003\u306b\u306a\u308b\u898b\u65b9\u3068\u3057\u3066\u3001<a href=\"http:\/\/aima.cs.berkeley.edu\/\" target=\"_blank\" rel=\"noopener\">\u4eba\u5de5\u77e5\u80fd<\/a>\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u542b\u3080\u3088\u308a\u5927\u304d\u306a\u5305\u62ec\u7684\u30ab\u30c6\u30b4\u30ea\u3067\u3042\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u542b\u3080\u30ab\u30c6\u30b4\u30ea\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u3068\u3057\u3066\u5206\u985e\u3055\u308c\u308b\u3082\u306e\u306f\u3059\u3079\u3066\u4eba\u5de5\u77e5\u80fd\u5206\u91ce\u306e\u4e00\u90e8\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u3055\u308c\u308b\u3082\u306e\u304c\u3059\u3079\u3066\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u3042\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u306e\u3067\u3059\u3002<br\/><\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"517\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/Different-Types-of-Artificial-Intelligence.jpg\" alt=\"&#x3055;&#x307E;&#x3056;&#x307E;&#x306A;&#x7A2E;&#x985E;&#x306E;&#x4EBA;&#x5DE5;&#x77E5;&#x80FD;\" class=\"wp-image-4312\" title=\"\"><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u3055\u3066\u3001\u5165\u308c\u5b50\u4eba\u5f62\u304c\u5b8c\u6210\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u89aa\u30ab\u30c6\u30b4\u30ea\u306e\u4eba\u5de5\u77e5\u80fd\u3092\u6398\u308a\u4e0b\u3052\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-artificial-intelligence\">\u4eba\u5de5\u77e5\u80fd\u3068\u306f<\/h2>\n\n\n\n<p>\u7406\u8ad6\u7684\u6982\u5ff5\u3068\u3057\u3066\u306eAI\u306f100\u5e74\u4ee5\u4e0a\u524d\u304b\u3089\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4eca\u65e5\u306b\u304a\u3051\u308b\u6982\u5ff5\u306f<a href=\"http:\/\/sitn.hms.harvard.edu\/flash\/2017\/history-artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">1950\u5e74\u4ee3\u306b\u958b\u767a\u3055\u308c\u305f<\/a>\u3082\u306e\u3067\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3057\u3001\u53cd\u5fdc\u3059\u308b\u77e5\u7684\u6a5f\u68b0\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8a73\u7d30\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3001\u4eba\u9593\u306e\u982d\u8133\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u5c0e\u5165\u4ee5\u6765\u3001AI\u30b7\u30b9\u30c6\u30e0\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u3053\u308c\u3089\u306e\u8fc5\u901f\u306a\u51e6\u7406\u306b\u3088\u308a\u52b9\u679c\u7684\u306a\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u3001AI\u306f\u7814\u7a76\u958b\u767a\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u9032\u6b69\u3092\u9042\u3052\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3088\u308a\u73fe\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305d\u306e\u9769\u65b0\u7684\u306a\u65b9\u6cd5\u306f\u3001\u8fd1\u5e74\u6700\u3082\u6709\u671b\u306a\u6280\u8853\u306e1\u3064\u3068\u307f\u306a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f<\/h2>\n\n\n\n<p>\u5f93\u6765\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u306f\u5bfe\u7167\u7684\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u306b\u3042\u305f\u308a\u3001\u5177\u4f53\u7684\u306a\u6307\u793a\u3092\u542b\u3080\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30eb\u30fc\u30c1\u30f3\u3092\u624b\u52d5\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<a href=\"https:\/\/medium.com\/@karpathy\/software-2-0-a64152b37c35%20https:\/\/vimeo.com\/272696002\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/a>\u306e\u5927\u534a\u306f\u3001<a href=\"https:\/\/vimeo.com\/272696002\" target=\"_blank\" rel=\"noreferrer noopener\">\u30b3\u30fc\u30c9\u306e\u8907\u96d1\u3055<\/a>\u3068\u3044\u3046\u89b3\u70b9\u304b\u3089\u3044\u3048\u3070\u3001\u304d\u308f\u3081\u3066\u30b7\u30f3\u30d7\u30eb\u306a\u5b9f\u88c5\u3092\u53ef\u80fd\u3068\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8208\u5473\u6df1\u3044\u70b9\u306f\u3001\u30bf\u30b9\u30af\u3092\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6a5f\u68b0\u306b\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u65b9\u6cd5\u3092\u300c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u300d\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"974\" height=\"177\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/What-is-machine-learning.png\" alt=\"&#x6A5F;&#x68B0;&#x5B66;&#x7FD2;&#x3068;&#x306F;\" class=\"wp-image-4313\" title=\"\"><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sumologic.com\/machine-learning\/\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u3068\u306f\u3001\u6a5f\u68b0\u306b\u3088\u308b\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u5165\u529b\u306f\u30c7\u30fc\u30bf\u3067\u3042\u308a\u3001\u51fa\u529b\u306f\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u3092\u901a\u3058\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u53d6\u308a\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306b\u3088\u308a\u5b66\u7fd2\u6a5f\u80fd\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u6a5f\u80fd\u306e\u7d99\u7d9a\u7684\u306a\u5411\u4e0a\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u5b66\u7fd2\u300d\u306f\u3001\u4f8b\u3092\u4f7f\u7528\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u306e\u30bb\u30c3\u30c8\u3068\u3057\u3066\u307f\u306a\u3055\u308c\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u500b\u3005\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u76ee\u6a19\u306b\u95a2\u9023\u3059\u308b\u8cea\u554f\u306b\u9069\u5207\u306b\u7b54\u3048\u3089\u308c\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u56de\u7b54\u306f\u5206\u6790\u3055\u308c\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u56de\u7b54\u306e\u6539\u5584\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u5404\u4f8b\u3054\u3068\u306b\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5404\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u304c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7cbe\u5ea6\u3084\u4e88\u6e2c\u529b\u306b\u5c11\u3057\u305a\u3064\u8ca2\u732e\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u304c\u6210\u529f\u3059\u308c\u3070\u3001\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4e00\u822c\u5316\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e88\u6e2c\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u4ee5\u5916\u306b\u5bfe\u3057\u3066\u3082\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-problem-settings-are-well-suited-to-a-machine-learning-approach\">\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u9069\u3057\u305f\u554f\u984c\u8a2d\u5b9a<\/h3>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u6280\u8853\u306f\u3001\u7279\u5b9a\u306e\u554f\u984c\u3084\u30bf\u30b9\u30af\u306e\u89e3\u6c7a\u306b\u304a\u3044\u3066\u5b9f\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3082\u540c\u3058\u3053\u3068\u304c\u3044\u3048\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u9069\u3057\u305f3\u3064\u306e\u4e00\u822c\u7684\u306a\u554f\u984c\u8a2d\u5b9a\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u985e\uff1a\u500b\u3005\u306e\u30a2\u30a4\u30c6\u30e0\u3092\u30af\u30e9\u30b9\u306e\u30bb\u30c3\u30c8\u306b\u5206\u985e\u3059\u308b<\/li>\n\n\n\n<li>\u56de\u5e30\uff1a\u904e\u53bb\u306e\u8a18\u9332\u306b\u57fa\u3065\u3044\u3066\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b<\/li>\n\n\n\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff1a\u4e92\u3044\u306b\u985e\u4f3c\u3057\u305f\u30a2\u30a4\u30c6\u30e0\u3092\u898b\u3064\u3051\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u5f37\u529b\u306a\u30c6\u30af\u30cb\u30c3\u30af\u30bb\u30c3\u30c8\u3067\u306f\u3001\u3042\u3089\u3086\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3057\u5c06\u6765\u3092\u898b\u636e\u3048\u305f\u8208\u5473\u6df1\u3044\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c6\u30af\u30cb\u30c3\u30af\u304c\u6210\u529f\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u30bf\u30b9\u30af\u3092\u9069\u5207\u306b\u5b9f\u884c\u3067\u304d\u308b\u304b\u3001\u305d\u3057\u3066\u30c6\u30af\u30cb\u30c3\u30af\u304c\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306b\u6709\u610f\u7fa9\u306a\u5f62\u3067\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-are-the-types-of-machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u7a2e\u985e<\/h3>\n\n\n\n<p>\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30c6\u30af\u30cb\u30c3\u30af\u306f\u30014\u3064\u306e\u30b5\u30d6\u9818\u57df\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul 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class=\"wp-block-heading\" id=\"the-top-uses-of-machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e3b\u306a\u7528\u9014<\/h3>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u304d\u308f\u3081\u3066\u591a\u69d8\u304b\u3064\u5e83\u7bc4\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6a5f\u80fd\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u9069\u7528\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul 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class=\"wp-block-heading\" id=\"what-is-deep-learning\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08ANN\uff09\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\uff08\u304a\u3088\u3073\u4eba\u5de5\u77e5\u80fd\uff09\u306e\u30b5\u30d6\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u6307\u3057\u307e\u3059\u3002\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306b\u304a\u3051\u308b\u300c\u30c7\u30a3\u30fc\u30d7\uff08\u6df1\u3044\uff09\u300d\u3068\u3044\u3046\u5358\u8a9e\u306e\u4f7f\u7528\u306f\u3001\u300c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u306e\u300c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u306e\u90e8\u5206\u306b\u5b58\u5728\u3059\u308b\u591a\u6570\u306e\u5c64\u3084\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u7531\u6765\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3053\u308c\u307e\u3067\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u3084\u81ea\u7136\u8a00\u8a9e\u306e\u8a8d\u8b58\u30fb\u7406\u89e3\u306a\u3069\u3001\u9ad8\u5ea6\u306b\u81ea\u52d5\u5316\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u00a0<\/p>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u3084\u753b\u50cf\u8a8d\u8b58\u3001\u305d\u3057\u3066\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMS\uff09\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u767a\u306e\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002LLM\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u95a2\u4fc2\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u76e4\u3068\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u6839\u3056\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-deep-learning-works-understanding-artificial-neural-networks-anns\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\uff1a\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08ANN\uff09\u3092\u7406\u89e3\u3059\u308b\u3068\u3044\u3046\u3053\u3068<\/h3>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"581\" height=\"287\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/Understanding-artificial-neural-networks.png\" alt=\"&#x4EBA;&#x5DE5;&#x30CB;&#x30E5;&#x30FC;&#x30E9;&#x30EB;&#x30CD;&#x30C3;&#x30C8;&#x30EF;&#x30FC;&#x30AF;&#x3092;&#x7406;&#x89E3;&#x3059;&#x308B;&#x3068;&#x3044;&#x3046;&#x3053;&#x3068;\" class=\"wp-image-4314\" title=\"\"><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><em>\u4e3b\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3055\u308c\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e00\u7a2e\u3067\u3042\u308bCNN\u306e\u56f3\u3002\uff08<\/em><a href=\"https:\/\/www.researchgate.net\/publication\/336805909_A_High-Accuracy_Model_Average_Ensemble_of_Convolutional_Neural_Networks_for_Classification_of_Cloud_Image_Patches_on_Small_Datasets\" target=\"_blank\" rel=\"noreferrer noopener\"><em>\u51fa\u5178<\/em><\/a><em>\uff09<\/em><\/p>\n\n\n\n<p>\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08ANN\uff09\u306f\u4f9d\u7136\u3068\u3057\u3066\u6700\u5148\u7aef\u306b\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u65b0\u3057\u3044\u6982\u5ff5\u3067\u306f\u306a\u304f\u3001AI\u7814\u7a76\u306e\u521d\u671f\u306b<a href=\"https:\/\/arxiv.org\/abs\/1404.7828\" target=\"_blank\" rel=\"noreferrer noopener\">\u4f5c\u6210\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002<\/a>ANN\u306f\u3001\u8133\u5185\u306b\u304a\u3051\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u30d2\u30f3\u30c8\u3092\u5f97\u305f\u3082\u306e\u3067\u3001\u63a5\u7d9a\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30ce\u30fc\u30c9\u306e\u62bd\u8c61\u5316\u3092\u57fa\u76e4\u306b\u69cb\u7bc9\u3055\u308c\u305f\u8907\u96d1\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u591a\u5c64\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5168\u4f53\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304a\u3088\u3073\u30e2\u30c7\u30eb\u958b\u767a\u306e\u5897\u52a0\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5927\u304d\u306a\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u9b45\u529b\u7684\u306a\u8a08\u7b97\u304a\u3088\u3073\u6700\u9069\u5316\u7279\u6027\u3092\u5099\u3048\u305f\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u307b\u3068\u3093\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u3001\u7126\u70b9\u304c\u3088\u308a\u72ed\u3044\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3082\u30461\u3064\u306e\u8208\u5473\u6df1\u3044\u70b9\u3068\u3057\u3066\u306f\u3001\u5bb9\u91cf\uff08\u5185\u90e8\u5316\u3067\u304d\u308b\u60c5\u5831\u91cf\uff09\u3092\u307b\u3068\u3093\u3069\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u62e1\u5f35\u3067\u304d\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u5c64\u306e\u8ffd\u52a0\u3084\u30b5\u30a4\u30ba\u62e1\u5927\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u4e00\u822c\u5316\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u5165\u529b\u4f8b\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u5165\u529b\u4f8b\u3092\u4e00\u822c\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u672a\u77e5\u306e\u4f8b\u304b\u3089\u610f\u5473\u3092\u63a8\u6e2c\u3059\u308b\u306e\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5165\u529b\u4f8b\u3078\u306e\u4f9d\u5b58\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u9650\u754c\u304c\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u904e\u53bb\u306b\u898b\u305f\u3082\u306e\u3057\u304b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u306e\u3067\u3059\u3002\u5165\u529b\u306e\u5909\u5316\u306b\u5bfe\u3057\u3066\u306f\u975e\u5e38\u306b\u654f\u611f\u3067\u3042\u308b\u3068\u3044\u3048\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u308a\u6b21\u7b2c\u3001\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u518d\u5c55\u958b\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3082\u3068\u3082\u3068\u4eba\u9593\u306e\u8133\u3068\u540c\u3058\u3088\u3046\u306b\u4e00\u822c\u7684\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u306f\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u5909\u5316\u3057\u3001\u73fe\u5728\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u304d\u308f\u3081\u3066\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u306b\u7126\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u4f8b\u3068\u3057\u3066\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306f\u3001\u753b\u50cf\u306e\u691c\u51fa\u3084\u8a8d\u8b58\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u660e\u78ba\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u554f\u984c\u3068\u5927\u91cf\u306e\u95a2\u9023\u30c7\u30fc\u30bf\u306b\u3088\u308a\u3001\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3088\u308a\u3082\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" 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Pre-trained 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