{"id":8511,"date":"2019-09-03T19:35:25","date_gmt":"2019-09-03T10:35:25","guid":{"rendered":"https:\/\/vitalify.jp\/app-lab\/?p=8511"},"modified":"2026-04-11T21:53:58","modified_gmt":"2026-04-11T12:53:58","slug":"20190903_kaggle_ai","status":"publish","type":"post","link":"https:\/\/vitalify.jp\/app-lab\/interview\/20190903_kaggle_ai\/","title":{"rendered":"Kaggle\u306e\u30b3\u30f3\u30da\u3067\u2f47\u672c\u2f08\u30c8\u30c3\u30d7\u306b\uff01\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306e\u6700\u5f37AI\u30c1\u30fc\u30e0\u3068\u306f"},"content":{"rendered":"<p>\u5148\u65e5\u884c\u308f\u308c\u305f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u4e16\u754c\u5927\u4f1a\u300c<strong>Kaggle\uff08\u30ab\u30b0\u30eb\uff09<\/strong>\u300d\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3057\u305f\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306e\u793e\u54e1\u304c\u3044\u307e\u3059\u3002<\/p>\n<p>\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306eChief Data Scientist\u3053\u3068<span class=\"important-bold\">\u66fd\u4f50 \u9855<\/span>\uff08\u5f8c\u5217\u306e\u5de6\u5074\u304b\u30893\u756a\u76ee\uff09\u3068\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306eAI\u30c1\u30fc\u30e0\u306e\u30e1\u30f3\u30d0\u30fc\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u3001\u66fd\u4f50\u306f\u3001Kaggle\u306e\u300cPredicting Molecular Properties\u300d\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3057\u3066\u3001\u7d50\u679c\u306f\u306a\u3093\u3068<span class=\"danger-bold\">2749\u30c1\u30fc\u30e0\u4e2d10\u4f4d<\/span>\u3067<span class=\"danger-bold\">Gold<\/span>\u3092\u7372\u5f97\u3057\u307e\u3057\u305f\uff01<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/c\/champs-scalar-coupling\/leaderboard\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-8478\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/10\u4f4d\u307e\u3067.png\" alt=\"10\u4f4d\u307e\u3067\u306e\u9806\u4f4d\" width=\"600\" height=\"309\"><\/a><\/p>\n<p>\u3057\u304b\u3082\u3001<span class=\"wc-shortcodes-highlight wc-shortcodes-highlight-red \"><span class=\"danger-bold\">\u65e5\u672c\u4eba\u3068\u3057\u3066\u306f\u30c8\u30c3\u30d7<\/span><\/span>\u3068\u3044\u3046\u5feb\u6319\uff01\uff01\uff01<br \/>\n\u3053\u308c\u307e\u3067\u306b\u7372\u5f97\u3057\u305fSilver2\u500b\u3068\u5408\u308f\u305b\u3066\u3001<span class=\"danger-bold\">Kaggle Master<\/span>\u306e\u79f0\u53f7\u3082\u4e0e\u3048\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#1Kaggle\">1.Kaggle\u306b\u95a2\u3057\u3066<\/a><ul><li><a href=\"#1-1Kaggle\">1-1.Kaggle\u3068\u306f<\/a><\/li><li><a href=\"#1-2Kaggle\">1-2.\u4e16\u754c\u4e2d\u306e\u4eba\u3005\u304cKaggle\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3059\u308b\u7406\u7531<\/a><\/li><li><a href=\"#1-3KaggleGold\">1-3.Kaggle\u306eGold\u3068\u306f<\/a><\/li><li><a href=\"#1-4Kaggle_Master\">1-4.Kaggle Master\u3068\u306f<\/a><\/li><\/ul><\/li><li><a href=\"#2Kaggle\">2.\u4eca\u56de\u306eKaggle\u306e\u30b3\u30f3\u30da\u306b\u95a2\u3057\u3066<\/a><\/li><li><a href=\"#3\">3.\u7d42\u308f\u3063\u3066\u307f\u3066<\/a><\/li><li><a href=\"#4Kaggle_Master\">4.Kaggle Master\u304c\u3044\u308b\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u3063\u3066\u3069\u3093\u306a\u4f1a\u793e\u306a\u306e\uff1f<\/a><\/li><\/ul><\/div>\n<h2><span id=\"1Kaggle\">1.Kaggle\u306b\u95a2\u3057\u3066<\/span><\/h2>\n<h3><span id=\"1-1Kaggle\">1-1.Kaggle\u3068\u306f<\/span><\/h3>\n<p>Kaggle \u306f<span class=\"danger-bold\">\u4e16\u754c\u6700\u5927\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u30b5\u30a4\u30c8<\/span>\u3067\u3059\u3002\u53c2\u52a0\u4f01\u696d\u3084\u7814\u7a76\u6240\u304c\u8ab2\u984c\u3092\u8a2d\u5b9a\u3057\u3001\u4e16\u754c\u4e2d\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u89e3\u6cd5\u3092\u7af6\u3044\u5408\u3044\u307e\u3059\u3002\u8cde\u91d1\u306f\u591a\u3044\u3068\u304d\u306b\u306f\u7dcf\u984d 1000\u4e07\u5186\u4ee5\u4e0a\u304c\u4e0e\u3048\u3089\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n\u306a\u304a\u3001Kaggle \u306f 2017 \u5e74\u306b <span class=\"important-bold\">Google<\/span> \u306b\u3088\u3063\u3066\u8cb7\u53ce\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><span id=\"1-2Kaggle\">1-2.\u4e16\u754c\u4e2d\u306e\u4eba\u3005\u304cKaggle\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3059\u308b\u7406\u7531<\/span><\/h3>\n<p>Kaggle \u306f Google \u306b\u8cb7\u53ce\u3055\u308c\u3066\u4ee5\u6765\u3001\u540d\u5b9f\u3068\u3082\u306b\u4e16\u754c\u6700\u5927\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4e3b\u50ac\u8005\u3001\u53c2\u52a0\u8005\u306f\u305d\u308c\u305e\u308c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3067\u53c2\u52a0\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"important-bold\">\u4e3b\u50ac\u8005\u306e\u30e1\u30ea\u30c3\u30c8<\/span><br \/>\n\u4e16\u754c\u4e2d\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30d7\u30ed\u304c\u81ea\u793e\u306e\u554f\u984c\u89e3\u6c7a\u3092\u3057\u3066\u304f\u308c\u308b<br \/>\n\u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u3084 PR \u306b\u306a\u308b<br \/>\n\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u63a1\u7528\u306b\u7e4b\u304c\u308b<\/p>\n<p><span class=\"important-bold\">\u53c2\u52a0\u8005\u306e\u30e1\u30ea\u30c3\u30c8<\/span><br \/>\n\u540d\u8a89 (\u79f0\u53f7\u3084\u30e1\u30c0\u30eb)<br \/>\n\u8cde\u91d1<br \/>\n\u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u3084PR\u306b\u306a\u308b<br \/>\n\u4ed6\u306e\u53c2\u52a0\u8005\u3068\u4ea4\u6d41\u3067\u304d\u308b<br \/>\n\u4f01\u696d\u306e\u69d8\u3005\u306a\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u306b\u89e6\u308c\u3089\u308c\u308b<\/p>\n<h3><span id=\"1-3KaggleGold\">1-3.Kaggle\u306eGold\u3068\u306f<\/span><\/h3>\n<p>Kaggle\u306e\u30b3\u30f3\u30da\u306b\u3066\u3001\u4e0a\u4f4d\u306b\u30e9\u30f3\u30af\u30a4\u30f3\u3059\u308b\u3068\u30e1\u30c0\u30eb\u304c\u3082\u3089\u3048\u307e\u3059\u3002<br \/>\n\u30b3\u30f3\u30da\u306e\u30e1\u30c0\u30eb\u306f\u3001Gold\u3001Silver\u3001Bronze\u306e3\u7a2e\u985e\u3002<br \/>\n\u4eca\u56de\u306e\u30b3\u30f3\u30da\u3067\u306f2757\u30c1\u30fc\u30e0\u4e2d15\u4f4d\u307e\u3067\u304cGold\u3067\u3057\u305f\u3002<br \/>\n\u8a73\u7d30\u306b\u95a2\u3057\u3066\u306f<a href=\"https:\/\/www.kaggle.com\/progression\" target=\"_blank\" rel=\"noopener noreferrer\">\u3053\u3061\u3089<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3><span id=\"1-4Kaggle_Master\">1-4.Kaggle Master\u3068\u306f<\/span><\/h3>\n<p>Kaggle Master\u3068\u306f\u3001Kaggle\u306e\u30b3\u30f3\u30da\u3067\uff11\u3064\u306eGold\u3068\uff12\u3064\u306eSilver\u3092\u53d6\u5f97\u3057\u305f\u6642\u306b\u3082\u3089\u3048\u308b\u79f0\u53f7\u3067\u3059\u3002<br \/>\n\u30b3\u30f3\u30da\u306e\u79f0\u53f7\u306f\u3001Grandmaster\u3001master\u3001Expert\u3001Contributor\u3001Novice\u306e5\u7a2e\u985e\u3002<br \/>\n\u8a73\u7d30\u306b\u95a2\u3057\u3066\u518d\u5ea6<a href=\"https:\/\/www.kaggle.com\/progression\" target=\"_blank\" rel=\"noopener noreferrer\">\u3053\u3061\u3089<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><span id=\"2Kaggle\">2.\u4eca\u56de\u306eKaggle\u306e\u30b3\u30f3\u30da\u306b\u95a2\u3057\u3066<\/span><\/h2>\n<p>\u4eca\u56de\u306eKaggle\u306e\u30b3\u30f3\u30da\u306e\u30c6\u30fc\u30de\u306f\u3001\u300cPredicting Molecular Properties\u300d\u3067\u3059\u3002<br \/>\n\u65e5\u672c\u3060\u3068\u3001\u901a\u79f0<span class=\"important-bold\">\u5206\u5b50\u30b3\u30f3\u30da<\/span>\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/c\/champs-scalar-coupling\/leaderboard\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/kaggle\u30b3\u30f3\u30da.png\" alt=\"kaggle\u30b3\u30f3\u30da\" width=\"600\" height=\"176\" class=\"aligncenter size-full wp-image-8494\"><\/a><\/p>\n<p>\u4eca\u56de\u306e\u30b3\u30f3\u30da\u3067\u306f\u3001\u5206\u5b50\u306e\u6301\u3064\u5c5e\u6027\u306e\u3072\u3068\u3064\u3067\u3042\u308b Scalar Coupling Constant \u3068\u547c\u3070\u308c\u308b\u6570\u5024\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6570\u5024\u306f\u4e3b\u306b NMR \u3068\u547c\u3070\u308c\u308b\u5206\u6790\u624b\u6cd5\u306e\u4e2d\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002NMR \u306f\u5316\u5b66\u7269\u8cea\uff08\u5206\u5b50\uff09\u306e\u69cb\u9020\u306e\u7279\u5b9a\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u5206\u5b50\u69cb\u9020\u304b\u3089\u3001\u4e88\u3081 Scalar Coupling Constant \u3092\u77e5\u3063\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u7279\u306b\u65b0\u898f\u7269\u8cea\u306b\u3064\u3044\u3066\u9ad8\u3044\u78ba\u5ea6\u3067\u69cb\u9020\u306e\u7279\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>Scalar Coupling Constant \u306f\u91cf\u5b50\u8ad6\u304b\u3089\u307b\u307c\u6b63\u78ba\u306b\u8a08\u7b97\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u81a8\u5927\u306a\u8a08\u7b97\u6642\u9593\u3092\u8981\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u624b\u6cd5\u3067\u3042\u308b\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9ad8\u901f\u306b\u304b\u3064\u9ad8\u3044\u7cbe\u5ea6\u3067\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3001\u3068\u3044\u3046\u306e\u304c\u4eca\u56de\u306e\u76ee\u7684\u3067\u3059\u3002<\/p>\n<p>\u5fdc\u7528\u5206\u91ce\u3068\u3057\u3066\u306f\u3001\u5316\u5b66\u7269\u8cea\u306e\u6bd2\u6027\u3092\u4e88\u6e2c\u3057\u305f\u308a\u3001\u3042\u308b\u3044\u306f\u6709\u7528\u306a\u85ac\u306e\u5408\u6210\u3092\u4e88\u6e2c\u3055\u305b\u305f\u308a\u3001\u65b0\u898f\u6750\u6599\u3084\u7d20\u6750\u306e\u958b\u767a\u306b\u5f79\u7acb\u3066\u305f\u308a\u3068\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u5927\u304d\u306a\u767a\u5c55\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"3\">3.\u7d42\u308f\u3063\u3066\u307f\u3066<\/span><\/h2>\n<p>\u4ee5\u4e0b\u3001\u7d42\u308f\u3063\u3066\u307f\u3066\u306e\u611f\u60f3\u3092\u66fd\u4f50\u306b\u4f3a\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/DSC04393-300x202.jpg\" alt=\"\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\" width=\"600\" height=\"404\" class=\"aligncenter size-medium wp-image-8559\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/DSC04393-300x202.jpg 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/DSC04393-768x516.jpg 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/DSC04393-1024x688.jpg 1024w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><span class=\"important-bold\">&gt; \u304b\u306a\u308a\u5c02\u9580\u7684\u306a\u30c6\u30fc\u30de\u306e\u3088\u3046\u306b\u611f\u3058\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u3042\u305f\u308a\u306f\u554f\u984c\u306a\u304b\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/span><br \/>\n\u3082\u3068\u3082\u3068\u5c02\u653b\u304c\u5316\u5b66\u3068\u3044\u3046\u306e\u3082\u3042\u3063\u305f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u7279\u306b\u554f\u984c\u306f\u611f\u3058\u307e\u305b\u3093\u3067\u3057\u305f\u306d\u3002\u3080\u3057\u308d\u597d\u5947\u5fc3\u304c\u6e67\u3044\u3066\u3001\u53c2\u52a0\u30fb\u7d99\u7d9a\u3059\u308b\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><span class=\"important-bold\">&gt; \u30b3\u30f3\u30da\u306e\u53d6\u308a\u7d44\u307f\u65b9\u3001\u7d50\u679c\u306b\u81f3\u308b\u904e\u7a0b\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/span><br \/>\n\u4eca\u56de\u306e\u30b3\u30f3\u30da\u3067\u306f\u3001\u4eca\u307e\u3067\u3088\u308a\u7279\u306b\u591a\u304f\u8ad6\u6587\u3092\u8aad\u307f\u307e\u3057\u305f\u3002\u5c02\u9580\u7684\u306a\u5206\u91ce\u3067\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u3053\u306e\u5206\u91ce\u3092\u5c02\u9580\u306b\u3057\u3066\u6d3b\u52d5\u3057\u3066\u3044\u308b\u7814\u7a76\u8005\u304c\u3044\u308b\u306e\u3067\u3001\u5f7c\u3089\u306e\u8ad6\u6587\u3092\u8aad\u3080\u306e\u304c\u6700\u3082\u8fd1\u9053\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u6700\u7d42\u7684\u306b\u306f\u3001\u305d\u308c\u3089\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u3001\u4eca\u56de\u306e\u554f\u984c\u306b\u7279\u6709\u306a\u90e8\u5206\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u89e3\u6cd5\u3068\u3057\u307e\u3057\u305f\u3002\u82f1\u8a9e\u306b\u306a\u308a\u307e\u3059\u304c\u3001<a href=\"https:\/\/www.kaggle.com\/c\/champs-scalar-coupling\/discussion\/106293#latest-611400\" target=\"_blank\" rel=\"noopener noreferrer\">[\u89e3\u6cd5]<\/a>\u3092\u5171\u6709\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"important-bold\">&gt; \u4eca\u56de\u306e\u30b3\u30f3\u30da\u3067\u7279\u306b\u5370\u8c61\u7684\u3060\u3063\u305f\u90e8\u5206\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/span><br \/>\n1 ~ 6 \u4f4d\u3050\u3089\u3044\u306e\u4e0a\u4f4d\u306e\u89e3\u6cd5\u3067\u3059\u306d\u3002Transformer \u3068\u547c\u3070\u308c\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002Transformer \u306f\u7279\u306b\u81ea\u7136\u8a00\u8a9e\u5206\u91ce\u3067\u3088\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u304b\u306a\u308a\u591a\u304f\u306e\u8ad6\u6587\u3092\u8aad\u3093\u3060\u306e\u3067\u3059\u304c\u3001\u5206\u5b50\u306e\u554f\u984c\u3092\u89e3\u304f\u4e0a\u3067 Transformer \u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3082\u306e\u306f\u6b86\u3069\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u304c\u4f55\u3092\u610f\u5473\u3059\u308b\u304b\u3068\u3044\u3046\u3068\u3001\u4eca\u56de\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3067\u306f\u6700\u5148\u7aef\u306e\u9769\u65b0\u7684\u306a\u89e3\u6cd5\u304c\u751f\u307f\u51fa\u3055\u308c\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u4eca\u5f8c\u3001\u3053\u308c\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u3053\u306e\u5206\u91ce\u304c\u5909\u308f\u3063\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u610f\u5473\u3067\u3001\u4eca\u56de\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u306f Kaggle \u306e\u4e2d\u3067\u3082\u6700\u3082\u6210\u529f\u3057\u305f\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u5982\u4f55\u306b Kaggle \u304c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u4e2d\u3067\u5927\u304d\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u304f\u306e\u304b\u3001\u78ba\u8a8d\u3055\u305b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><span class=\"important-bold\">&gt; \u6700\u5f8c\u306b\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306e AI \u30c1\u30fc\u30e0\u306b\u3064\u3044\u3066\u3001\u304a\u8a71\u3092\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/span><br \/>\n\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306e AI \u30c1\u30fc\u30e0\u3067\u306f\u3001\u771f\u306b\u624d\u80fd\u3092\u3082\u3063\u305f\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u79c1\u306e\u7d50\u679c\u3067\u3057\u305f\u304c\u3001\u8fd1\u3044\u3046\u3061\u306b\u540c\u69d8\u306e\u7d50\u679c\u304c\u30d9\u30c8\u30ca\u30e0\u4eba\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089\u305f\u304f\u3055\u3093\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<br \/>\n<span class=\"success-bold\">\u5b9f\u969b\u3001\u5192\u982d\u306e\u5199\u771f\u306b\u5199\u3063\u3066\u3044\u308b Phuong \uff08\u524d\u5217\u306e\u53f3\u5074\u304b\u30892\u756a\u76ee\uff09\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30f3\u30b7\u30c3\u30d7\u4e2d\u306b\u30bd\u30ed\u30b7\u30eb\u30d0\u30fc\u3092\u53d6\u5f97\u3057\u307e\u3057\u305f\u3002\u521d\u3081\u3066\u306e\u30b3\u30f3\u30da\u3067\u306e\u30bd\u30ed\u30b7\u30eb\u30d0\u30fc\u306a\u306e\u3067\u3001\u975e\u5e38\u306b\u7acb\u6d3e\u306a\u6210\u7e3e\u3068\u8a00\u3048\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/span><br \/>\n\u4e8b\u696d\u306e\u307b\u3046\u3067\u3082\u3001\u6b74\u53f2\u306f\u307e\u3060\u9577\u304f\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u3059\u3067\u306b\u305d\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u51fa\u3066\u304d\u3066\u3044\u307e\u3059\u3002\u6211\u3005\u306f\u5206\u91ce\u306f\u554f\u3044\u307e\u305b\u3093\u3002\u4eca\u56de\u306e\u30b3\u30f3\u30da\u3067\u793a\u3057\u305f\u3068\u304a\u308a\u3067\u3059\u3002\u305d\u308c\u304c\u3067\u304d\u308b\u4eba\u9593\u3092\u63c3\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"4Kaggle_Master\">4.Kaggle Master\u304c\u3044\u308b\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u3063\u3066\u3069\u3093\u306a\u4f1a\u793e\u306a\u306e\uff1f<\/span><\/h2>\n<p>\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306f\u30d9\u30c8\u30ca\u30e0\u3067\u306e\u30aa\u30d5\u30b7\u30e7\u30a2\u958b\u767a\u3084\u3001iPhone\u3001Android\u306a\u3069\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u5411\u3051\u306e\u30a2\u30d7\u30ea\u958b\u767a\u3001AI(\u4eba\u5de5\u77e5\u80fd)\u95a2\u9023\u306e\u88fd\u54c1\u3001Web\u30b5\u30fc\u30d3\u30b9\u306e\u4f01\u753b\u958b\u767a\u3001\u904b\u7528\u3092\u884c\u3046\u4f1a\u793e\u3067\u3059\u3002<br \/>\n\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u3001\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30b8\u30e3\u30d1\u30f3\u3068\u3082\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u63c3\u3063\u3066\u3044\u3066\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u591a\u6570\u5728\u7c4d\u304a\u308a\u307e\u3059\u3002<\/p>\n<p><span class=\"wc-shortcodes-highlight wc-shortcodes-highlight-red \"> \u4e16\u754c\u6700\u5927\u306e\u30b3\u30f3\u30da\u3067\u30e1\u30c0\u30eb\u3092\u53d6\u308a\u307e\u304f\u3063\u3066\u3044\u308b\u6700\u5f37AI\u30c1\u30fc\u30e0\u304c\u5728\u7c4d\u3059\u308b\u3001\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306e\u4e8b\u696d\u306b\u8208\u5473\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/span><\/p>\n<p>\u203bKaggle\u306e\u30b3\u30f3\u30da\u306b\u3064\u3044\u3066\u306e<a href=\"https:\/\/vitalify.jp\/app-lab\/kaggle_compe\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u904e\u53bb\u8a18\u4e8b<\/a>\u3082\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3054\u8208\u5473\u3042\u308b\u65b9\u306f\u4ee5\u4e0b\u30ea\u30f3\u30af\u3088\u308a\u3001\u662f\u975e\u4e00\u5ea6\u5f0a\u793e\u307e\u3067\u304a\u554f\u5408\u305b\u304f\u3060\u3055\u3044\uff01<\/p>\n<p><strong>\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u3092\u7121\u6599\u3067\u4f5c\u6210\u3002<br \/>\nAI\u30a2\u30d7\u30ea\u3092\u6c17\u8efd\u306b\u958b\u767a\u3067\u304d\u308b\u65b0\u30b5\u30fc\u30d3\u30b9\u300eMobile AI Lab\u300f\u306e\u304a\u554f\u5408\u305b\u306f\u3053\u3061\u3089<\/strong><\/p>\n<p><a href=\"https:\/\/vitalify.jp\/mobile_ai_lab\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2018\/11\/04-300x60.jpg\" alt=\"\" width=\"600\" height=\"120\" class=\"aligncenter size-medium wp-image-7079\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2018\/11\/04-300x60.jpg 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2018\/11\/04-768x154.jpg 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2018\/11\/04.jpg 1000w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p><strong>\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u516c\u5f0f\u30b5\u30a4\u30c8\u306f\u3053\u3061\u3089<\/strong><\/p>\n<p><a href=\"https:\/\/vitalify.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/09\/\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3.png\" alt=\"\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\" width=\"248\" height=\"90\" class=\"aligncenter size-full wp-image-8496\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5148\u65e5\u884c\u308f\u308c\u305f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u4e16\u754c\u5927\u4f1a\u300cKaggle\uff08\u30ab\u30b0\u30eb\uff09\u300d\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3057\u305f\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306e\u793e\u54e1\u304c\u3044\u307e\u3059\u3002 \u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30b8\u30a2\u306eChief Data Scientist\u3053\u3068\u66fd\u4f50 \u9855\uff08\u5f8c\u5217\u306e\u5de6 &#8230; <\/p>\n","protected":false},"author":7,"featured_media":8557,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[718,641],"tags":[290,291,292,293,294,9,46,285,286,287,288,289],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8511"}],"collection":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/comments?post=8511"}],"version-history":[{"count":46,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8511\/revisions"}],"predecessor-version":[{"id":18376,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8511\/revisions\/18376"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/media\/8557"}],"wp:attachment":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/media?parent=8511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/categories?post=8511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/tags?post=8511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}