{"id":2238,"date":"2026-02-04T13:00:00","date_gmt":"2026-02-04T04:00:00","guid":{"rendered":"https:\/\/www.js-career.info\/media\/?p=2238"},"modified":"2026-02-03T14:40:40","modified_gmt":"2026-02-03T05:40:40","slug":"programmer-ai-era-survival-strategies-14-369","status":"publish","type":"post","link":"https:\/\/www.js-career.info\/media\/systems-engineer\/programmer\/programmer-ai-era-survival-strategies-14-369\/","title":{"rendered":"\u30d7\u30ed\u30b0\u30e9\u30de\u30fc AI\u6642\u4ee3\u306e\u751f\u304d\u6b8b\u308a\u6226\u756514\u9078"},"content":{"rendered":"\n<p>AI\u306e\u9032\u5316\u3067\u300c\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306f\u4e0d\u8981\u306b\u306a\u308b\u300d\u300c\u3082\u3046\u52c9\u5f37\u3057\u3066\u3082\u9045\u3044\u300d\u3068\u4e0d\u5b89\u306b\u306a\u308a\u3001\u8ee2\u8077\u3092\u8ff7\u3063\u3066\u3044\u308b\u4eba\u306f\u591a\u3044\u306f\u305a\u3067\u3059\u3002<br>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u3053\u308c\u304b\u3089\u30a8\u30f3\u30b8\u30cb\u30a2\u8ee2\u8077\u3092\u76ee\u6307\u3059\u672a\u7d4c\u9a13\u8005\u301c\u7d4c\u9a13\u6d45\u3081\u306e\u6c42\u8077\u8005\u306b\u5411\u3051\u3066\u3001AI\u6642\u4ee3\u3067\u3082\u9700\u8981\u304c\u6b8b\u308b\u7406\u7531\u3068\u3001\u63a1\u7528\u3055\u308c\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u5b66\u7fd2\u30fb\u5b9f\u52d9\u30b9\u30ad\u30eb\u30fb\u8ee2\u8077\u6226\u7565\u309214STEP\u3067\u6574\u7406\u3057\u307e\u3059\u3002<br>\u300cAI\u306b\u596a\u308f\u308c\u308b\u4ed5\u4e8b\u300d\u3068\u300cAI\u3092\u4f7f\u3063\u3066\u4f38\u3073\u308b\u4ed5\u4e8b\u300d\u3092\u5206\u89e3\u3057\u3001\u6c42\u4eba\u306e\u898b\u65b9\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u4f5c\u308a\u65b9\u3001\u5e74\u53ce\u306e\u8003\u3048\u65b9\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/systems-engineer\/programmer\/career-programmer-risk-beginner\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/career-programmer-risk-beginner-e1762753723748-320x180.png\" alt=\"\u3084\u3063\u3071\u308a\u7121\u7406\uff1f\u672a\u7d4c\u9a13\u8005\u304c\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092\u76ee\u6307\u3059\u5371\u967a\u6027\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u3084\u3063\u3071\u308a\u7121\u7406\uff1f\u672a\u7d4c\u9a13\u8005\u304c\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092\u76ee\u6307\u3059\u5371\u967a\u6027<\/div><\/a><\/section>\n\n\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"2238\" data-theme=\"JIN:R child\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\" rtoc_left\">\n\t\t\t<button class=\"rtoc_open_close rtoc_open\"><\/button>\n\t\t\t<span>Contents<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306fAI\u306b\u596a\u308f\u308c\u308b\uff1f\u300c\u306a\u304f\u306a\u308b\uff0f\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u4e0d\u8981\u300d\u8ad6\u306e\u7d50\u8ad6\u3068\u4eca\u5f8c\u306e\u9700\u8981<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\u306a\u305c\u300cAI\u306b\u4ed5\u4e8b\u3092\u596a\u308f\u308c\u308b\u300d\u304c\u62e1\u6563\u3059\u308b\u306e\u304b\uff1a\u30cd\u30c3\u30c8\u63b2\u793a\u677f\u30fb\u77e5\u6075\u888b\u306e\u4e0d\u5b89\u3092\u6574\u7406<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\">\u596a\u308f\u308c\u308b\u4ed5\u4e8b\uff0f\u6b8b\u308b\u4ed5\u4e8b\uff1a\u4f5c\u696d\u30fb\u5de5\u7a0b\u30fb\u5f79\u5272\u3092\u5206\u89e3\u3057\u3066\u5224\u65ad\u3059\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\u4eca\u5f8c\u3082\u9700\u8981\u304c\u4f38\u3073\u308b\u696d\u754c\u3068\u8077\u7a2e\uff1aWeb\u30fb\u30af\u30e9\u30a6\u30c9\uff08AWS\uff09\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u30fbAI\u958b\u767a<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">AI\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u751f\u304d\u6b8b\u308a\u6226\u756514\u9078\uff08STEP\u3067\u5b9f\u884c\uff09<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-6\">\u3010STEP1\u3011\u751f\u6210AI\uff08ChatGPT\/GPT\/Copilot\/GitHub\uff09\u3092\u201c\u76f8\u68d2\u5316\u201d\u3057\u3066\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u52b9\u7387\u3092\u6539\u5584<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">\u3010STEP2\u3011\u30d7\u30ed\u30f3\u30d7\u30c8\u2192\u56de\u7b54\u306e\u691c\u8a3c\uff1a\u30c6\u30b9\u30c8\u8a2d\u8a08\u30fb\u4fee\u6b63\u30fb\u30ea\u30d5\u30a1\u30af\u30bf\u3067\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-8\">\u3010STEP3\u3011\u8907\u96d1\u306a\u4ed5\u69d8\u3092\u8a00\u8a9e\u5316\u3067\u304d\u308b\u80fd\u529b\uff1a\u30e6\u30fc\u30b6\u30fc\u8ab2\u984c\u306e\u7406\u89e3\u3068\u8981\u4ef6\u6574\u7406<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\u3010STEP4\u3011\u8a2d\u8a08\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff1a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u9078\u5b9a\u3068\u9023\u643a\uff08API\/DB\/\u5916\u90e8\u30c4\u30fc\u30eb\uff09<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-10\">\u3010STEP5\u3011\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u8a2d\u8a08\uff1aSQL\u30fb\u904b\u7528\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u57fa\u790e<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-11\">\u3010STEP6\u3011\u751f\u6210AI\u3067\u306e\u958b\u767a\u30d5\u30ed\u30fc\u3092\u6a19\u6e96\u5316\uff1a\u30c6\u30f3\u30d7\u30ec\u4f5c\u6210\u30fb\u30ec\u30d3\u30e5\u30fc\u30fb\u81ea\u52d5\u5316<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-12\">\u3010STEP7\u3011Python\u3067AI\u6d3b\u7528\uff1a\u30e9\u30a4\u30d6\u30e9\u30ea\u5b9f\u884c\u3068\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u5b9f\u88c5\u304b\u3089\u59cb\u3081\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-13\">\u3010STEP8\u3011\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7406\u89e3\uff1a\u81ea\u7136\u8a00\u8a9e\u306e\u4ed5\u7d44\u307f\u3068\u9650\u754c<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-14\">\u3010STEP9\u3011\u6570\u5b66\u30fb\u7d71\u8a08\u5b66\u306e\u57fa\u790e\u3092\u56fa\u3081\u308b\uff1a\u8a55\u4fa1\u6307\u6a19\u3068\u30c7\u30fc\u30bf\u306e\u898b\u65b9\uff08\u5e73\u5747\u306a\u3069\uff09<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-15\">\u3010STEP11\u3011\u54c1\u8cea\u3092\u5b88\u308b\uff1a\u30c6\u30b9\u30c8\u3001\u30ed\u30b0\u3001\u76e3\u8996\u3001\u518d\u73fe\u6027\u3067\u201c\u52d5\u304f\u30b3\u30fc\u30c9\u201d\u304b\u3089\u5352\u696d<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-16\">\u3010STEP12\u3011\u5c02\u9580\u9818\u57df\u306b\u7279\u5316\uff1a\u696d\u754c\u77e5\u8b58\u00d7\u6280\u8853\u3067\u4ee3\u66ff\u3055\u308c\u306b\u304f\u3044\u4fa1\u5024\u3092\u4f5c\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-17\">\u3010STEP13\u3011\u30ad\u30e3\u30ea\u30a2\u306e\u5206\u5c90\u3092\u4f5c\u308b\uff1a\u30a8\u30f3\u30b8\u30cb\u30a2\u2192\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u7b49\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-18\">\u3010STEP14\u3011\u5b66\u7fd2\u3068\u767a\u4fe1\uff1a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u30fbGitHub\u3067\u7d4c\u9a13\u3068\u5b9f\u88c5\u529b\u3092\u8a3c\u660e\u3059\u308b<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-19\">AI\u6d3b\u7528\u3067\u304d\u308b\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9\uff1a\u958b\u767a\u73fe\u5834\u3067\u306e\u5b9f\u88c5\u30fb\u904b\u7528\u30fb\u6539\u5584<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-20\">\u8981\u4ef6\u5b9a\u7fa9\u301c\u8a2d\u8a08\u301c\u5b9f\u88c5\u301c\u30c6\u30b9\u30c8\uff1a\u751f\u6210AI\u3092\u3069\u3053\u3067\u4f7f\u3046\u3068\u52b9\u679c\u7684\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-21\">\u30e2\u30c7\u30eb\u5c0e\u5165\u306e\u5b9f\u52d9\uff1a\u30c7\u30fc\u30bf\u6e96\u5099\u30fb\u8a55\u4fa1\u30fb\u904b\u7528\uff08MLOps\u7684\u8996\u70b9\uff09<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-22\">\u30c1\u30fc\u30e0\u958b\u767a\u3067\u306e\u4f7f\u3044\u65b9\uff1a\u30ec\u30d3\u30e5\u30fc\u3001\u30bf\u30b9\u30af\u5206\u89e3\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u306e\u52b9\u7387\u5411\u4e0a<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-23\">\u672a\u7d4c\u9a13\u304b\u3089\u306e\u5b66\u7fd2\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff1a\u30b9\u30af\u30fc\u30eb\uff0f\u5c02\u9580\u5b66\u6821\uff0f\u5927\u5b66\uff0f\u7121\u6599\u6559\u6750\u306e\u304a\u3059\u3059\u3081<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-24\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u57fa\u790e\uff1a\u8a00\u8a9e\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30fbWeb\u958b\u767a\u306e\u6700\u77ed\u30eb\u30fc\u30c8<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-25\">AI\u306e\u57fa\u790e\u5b66\u7fd2\uff1a\u751f\u6210AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30fb\u7d71\u8a08\u5b66\u30fb\u6570\u5b66\u306e\u5fc5\u8981\u30ec\u30d9\u30eb<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-26\">\u74b0\u5883\u69cb\u7bc9\u3068\u624b\u3092\u52d5\u304b\u3059\uff1aPython\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5165\u9580\u5b9f\u884c\u30d7\u30e9\u30f3<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-27\">\u8cc7\u683c\u306f\u5fc5\u8981\uff1f\u53d6\u5f97\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u3001\u5c31\u8077\u3067\u52b9\u304f\u30b9\u30ad\u30eb\u8a3c\u660e\u306e\u8003\u3048\u65b9<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-28\">\u5e74\u53ce\u306f\u4e0a\u304c\u308b\uff1fAI\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u5e73\u5747\u30fb\u5e02\u5834\u4fa1\u5024\u306e\u6c7a\u307e\u308a\u65b9<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-29\">\u5e74\u53ce\u304c\u4f38\u3073\u308b\u4eba\u306e\u5171\u901a\u70b9\uff1a\u5c02\u9580\u6027\u3001\u8a2d\u8a08\u529b\u3001\u6539\u5584\u529b\u3001AI\u6d3b\u7528\u529b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-30\">\u8077\u7a2e\u5225\u306e\u76f8\u5834\uff1a\u30d7\u30ed\u30b0\u30e9\u30de\uff0f\u30a8\u30f3\u30b8\u30cb\u30a2\uff0fAI\u30a8\u30f3\u30b8\u30cb\u30a2\uff0f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-31\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u53ef\u80fd\u6027\uff1a\u6848\u4ef6\u30fb\u5358\u4fa1\u30fb\u652f\u63f4\u30c4\u30fc\u30eb\u3067\u5dee\u304c\u3064\u304f\u30dd\u30a4\u30f3\u30c8<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-32\">\u8ee2\u8077\u30fb\u5c31\u8077\u3067\u52dd\u3064\uff1aAI\u6642\u4ee3\u306e\u6c42\u4eba\u306e\u898b\u65b9\u3068\u8077\u696d\u9078\u629e<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-33\">\u6c42\u4eba\u7968\u3067\u898b\u308b\u3079\u304d\u30ad\u30fc\u30ef\u30fc\u30c9\uff1a\u751f\u6210AI\u5bfe\u5fdc\u3001Python\u3001AWS\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c6\u30b9\u30c8<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-34\">\u8ee2\u8077\u6d3b\u52d5\u306e\u6226\u7565\uff1a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6d3b\u7528\u3068\u3001\u7d4c\u9a13\u304c\u6d45\u3044\u4eba\u306e\u8077\u7a2e\u9078\u3073<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-35\">\u9762\u63a5\u3067\u523a\u3055\u308b\u5b9f\u7e3e\uff1aAI\u3067\u4f55\u3092\u4f5c\u6210\u3057\u3001\u3069\u3046\u52b9\u7387\u5316\u30fb\u7cbe\u5ea6\u6539\u5584\u3057\u305f\u304b<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-36\">\u3088\u304f\u3042\u308b\u8cea\u554f\uff08Q&amp;A\uff09\uff1a\u77e5\u6075\u888b\u30fb\u306a\u3093J\u3067\u591a\u3044\u4e0d\u5b89\u306b\u56de\u7b54<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-37\">Q. \u3053\u308c\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306f\u672c\u5f53\u306b\u4e0d\u8981\u306b\u306a\u308b\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-38\">Q. \u751f\u6210AI\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306f\u5b89\u5168\uff1f\u4fee\u6b63\u30fb\u30c6\u30b9\u30c8\u306f\u8ab0\u304c\u3084\u308b\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-39\">Q. AI\u306b\u5f37\u3044\u8a00\u8a9e\u306f\uff1fPython\u3060\u3051\u3067\u3044\u3044\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-40\">Q. \u4eca\u304b\u3089\u59cb\u3081\u308b\u306a\u3089\u4f55\u304b\u3089\u5b66\u7fd2\u3059\u3079\u304d\uff1f\u672a\u7d4c\u9a13\u3067\u3082\u9593\u306b\u5408\u3046\uff1f<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-41\">\u307e\u3068\u3081\uff1aAI\u6642\u4ee3\u306b\u6d3b\u8e8d\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u306a\u308b\u305f\u3081\u306e\u6700\u7d42\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-42\">\u596a\u308f\u308c\u308b\u4e0d\u5b89\u3092\u201c\u884c\u52d5\u201d\u306b\u5909\u3048\u308b\uff1a14STEP\u306e\u512a\u5148\u9806\u4f4d<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-43\">\u30b9\u30ad\u30eb\u00d7\u77e5\u8b58\u00d7\u7d4c\u9a13\u3092\u7a4d\u307f\u4e0a\u3052\u308b\uff1a3\u304b\u6708\u30fb6\u304b\u6708\u30fb1\u5e74\u306e\u76ee\u6a19\u8a2d\u5b9a<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-44\">\u304a\u3059\u3059\u3081\u306e\u6b21\u30a2\u30af\u30b7\u30e7\u30f3\uff1a\u30c4\u30fc\u30eb\u5c0e\u5165\u2192\u5c0f\u3055\u306a\u958b\u767a\u2192\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u516c\u958b<\/a><\/li><\/ul><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading jinr-heading d--bold\">\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306fAI\u306b\u596a\u308f\u308c\u308b\uff1f\u300c\u306a\u304f\u306a\u308b\uff0f\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u4e0d\u8981\u300d\u8ad6\u306e\u7d50\u8ad6\u3068\u4eca\u5f8c\u306e\u9700\u8981<\/h2>\n\n\n\n<p>\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306e\u4ed5\u4e8b\u306f\u300c\u5168\u90e8\u306a\u304f\u306a\u308b\u300d\u3088\u308a\u3082\u300c\u4e2d\u8eab\u304c\u5165\u308c\u66ff\u308f\u308b\u300d\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<br>\u751f\u6210AI\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4f5c\u696d\u306f\u901f\u304f\u306a\u308a\u3001\u5358\u7d14\u306a\u5b9f\u88c5\u3060\u3051\u3092\u62c5\u5f53\u3059\u308b\u4eba\u306e\u4fa1\u5024\u306f\u4e0b\u304c\u308a\u3084\u3059\u3044\u4e00\u65b9\u3001\u8981\u4ef6\u6574\u7406\u30fb\u8a2d\u8a08\u30fb\u54c1\u8cea\u4fdd\u8a3c\u30fb\u904b\u7528\u306e\u3088\u3046\u306b\u201c\u8cac\u4efb\u3092\u6301\u3063\u3066\u52d5\u304f\u5f62\u306b\u3059\u308b\u201d\u5f79\u5272\u306f\u6b8b\u308a\u307e\u3059\u3002<br>\u8ee2\u8077\u5e0c\u671b\u8005\u304c\u72d9\u3046\u3079\u304d\u306f\u3001AI\u3092\u4f7f\u3063\u3066\u751f\u7523\u6027\u3092\u4e0a\u3052\u3089\u308c\u308b\u4eba\u6750\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u308b\u30dd\u30b8\u30b7\u30e7\u30f3\u3067\u3059\u3002<br>\u3064\u307e\u308a\u300cAI\u306b\u52dd\u3064\u300d\u3067\u306f\u306a\u304f\u300cAI\u3092\u4f7f\u3063\u3066\u6210\u679c\u3092\u51fa\u3059\u300d\u65b9\u5411\u306b\u5b66\u7fd2\u3092\u5bc4\u305b\u308b\u3068\u3001\u9700\u8981\u306e\u6ce2\u306b\u4e57\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-2\"  class=\"wp-block-heading jinr-heading d--bold\">\u306a\u305c\u300cAI\u306b\u4ed5\u4e8b\u3092\u596a\u308f\u308c\u308b\u300d\u304c\u62e1\u6563\u3059\u308b\u306e\u304b\uff1a\u30cd\u30c3\u30c8\u63b2\u793a\u677f\u30fb\u77e5\u6075\u888b\u306e\u4e0d\u5b89\u3092\u6574\u7406<\/h3>\n\n\n\n<p>\u306a\u3093J\u3084\u77e5\u6075\u888b\u3067\u4e0d\u5b89\u304c\u62e1\u6563\u3057\u3084\u3059\u3044\u7406\u7531\u306f\u3001\u76ee\u306b\u898b\u3048\u308b\u5909\u5316\u304c\u300c\u30b3\u30fc\u30c9\u751f\u6210\u300d\u3068\u3044\u3046\u5206\u304b\u308a\u3084\u3059\u3044\u90e8\u5206\u306b\u96c6\u4e2d\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<br>\u5b9f\u969b\u3001AI\u306f\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u4f5c\u6210\u3001\u30d0\u30b0\u4fee\u6b63\u6848\u3001\u30ea\u30d5\u30a1\u30af\u30bf\u6848\u306a\u3069\u3092\u9ad8\u901f\u306b\u51fa\u305b\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u300c\u66f8\u304f\u4f5c\u696d\uff1d\u4ed5\u4e8b\u300d\u3068\u6349\u3048\u3066\u3044\u308b\u4eba\u307b\u3069\u3001\u4ee3\u66ff\u3055\u308c\u308b\u6050\u6016\u304c\u5f37\u304f\u306a\u308a\u307e\u3059\u3002<br>\u305f\u3060\u3057\u73fe\u5834\u3067\u306f\u3001\u4ed5\u69d8\u306e\u66d6\u6627\u3055\u3001\u4f8b\u5916\u51e6\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u6574\u5408\u3001\u969c\u5bb3\u5bfe\u5fdc\u306a\u3069\u201c\u6587\u7ae0\u5316\u3057\u306b\u304f\u3044\u8cac\u4efb\u9818\u57df\u201d\u304c\u5927\u304d\u3044\u3067\u3059\u3002<br>\u4e0d\u5b89\u306e\u6b63\u4f53\u306f\u3001AI\u306e\u80fd\u529b\u305d\u306e\u3082\u306e\u3088\u308a\u300c\u81ea\u5206\u306e\u62c5\u5f53\u304c\u4f5c\u696d\u5bc4\u308a\u3067\u3001\u4e0a\u6d41\u3084\u54c1\u8cea\u306b\u89e6\u308c\u3066\u3044\u306a\u3044\u300d\u3053\u3068\u306b\u3042\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-3\"  class=\"wp-block-heading jinr-heading d--bold\">\u596a\u308f\u308c\u308b\u4ed5\u4e8b\uff0f\u6b8b\u308b\u4ed5\u4e8b\uff1a\u4f5c\u696d\u30fb\u5de5\u7a0b\u30fb\u5f79\u5272\u3092\u5206\u89e3\u3057\u3066\u5224\u65ad\u3059\u308b<\/h3>\n\n\n\n<p>AI\u306b\u596a\u308f\u308c\u3084\u3059\u3044\u304b\u3069\u3046\u304b\u306f\u3001\u8077\u7a2e\u540d\u3067\u306f\u306a\u304f\u300c\u5de5\u7a0b\u300d\u3068\u300c\u8cac\u4efb\u300d\u3067\u5206\u3051\u308b\u3068\u5224\u65ad\u3057\u3084\u3059\u3044\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070\u201c\u4ed5\u69d8\u304c\u56fa\u307e\u3063\u3066\u3044\u3066\u3001\u6b63\u89e3\u304c\u4e00\u3064\u306b\u8fd1\u3044\u4f5c\u696d\u201d\u306f\u81ea\u52d5\u5316\u3055\u308c\u3084\u3059\u3044\u3067\u3059\u3002<br>\u4e00\u65b9\u3067\u201c\u6b63\u89e3\u304c\u63fa\u308c\u308b\u9818\u57df\u201d\u3084\u201c\u5931\u6557\u6642\u306e\u8cac\u4efb\u304c\u91cd\u3044\u9818\u57df\u201d\u306f\u3001\u4eba\u304c\u6700\u7d42\u5224\u65ad\u3092\u62c5\u3044\u307e\u3059\u3002<br>\u8ee2\u8077\u3067\u306f\u3001\u6b8b\u308b\u5074\u306e\u5de5\u7a0b\u306b\u89e6\u308c\u3089\u308c\u308b\u6c42\u4eba\uff08\u8a2d\u8a08\u3001\u30c6\u30b9\u30c8\u3001\u904b\u7528\u3001\u6539\u5584\uff09\u3092\u9078\u3076\u306e\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5206\u985e<\/th><th>\u5177\u4f53\u4f8b<\/th><th>AI\u4ee3\u66ff\u306e\u3055\u308c\u3084\u3059\u3055<\/th><th>\u6c42\u8077\u8005\u306e\u5bfe\u7b56<\/th><\/tr><tr><td>\u596a\u308f\u308c\u3084\u3059\u3044<\/td><td>\u5b9a\u578bCRUD\u5b9f\u88c5\u3001\u5358\u7d14\u306a\u753b\u9762\u91cf\u7523\u3001\u65e2\u77e5\u30d0\u30b0\u306e\u30d1\u30bf\u30fc\u30f3\u4fee\u6b63<\/td><td>\u9ad8\u3044<\/td><td>\u30c6\u30b9\u30c8\u30fb\u8a2d\u8a08\u30fb\u904b\u7528\u3082\u30bb\u30c3\u30c8\u3067\u7d4c\u9a13\u5316\u3059\u308b<\/td><\/tr><tr><td>\u6b8b\u308a\u3084\u3059\u3044<\/td><td>\u8981\u4ef6\u6574\u7406\u3001\u8a2d\u8a08\u5224\u65ad\u3001\u6027\u80fd\/\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u969c\u5bb3\u5bfe\u5fdc<\/td><td>\u4f4e\u3044<\/td><td>\u4ed5\u69d8\u8a00\u8a9e\u5316\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u76e3\u8996\u30fb\u30ed\u30b0\u3092\u5b66\u3076<\/td><\/tr><tr><td>\u4f38\u3073\u3084\u3059\u3044<\/td><td>AI\u6d3b\u7528\u958b\u767a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30af\u30e9\u30a6\u30c9\u6700\u9069\u5316\u3001\u81ea\u52d5\u5316<\/td><td>\u8ffd\u3044\u98a8<\/td><td>Python\/AWS\/\u30c7\u30fc\u30bf\u57fa\u790e\u3092\u7a4d\u3080<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-4\"  class=\"wp-block-heading jinr-heading d--bold\">\u4eca\u5f8c\u3082\u9700\u8981\u304c\u4f38\u3073\u308b\u696d\u754c\u3068\u8077\u7a2e\uff1aWeb\u30fb\u30af\u30e9\u30a6\u30c9\uff08AWS\uff09\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u30fbAI\u958b\u767a<\/h3>\n\n\n\n<p>AI\u6642\u4ee3\u3067\u3082\u9700\u8981\u304c\u4f38\u3073\u3084\u3059\u3044\u306e\u306f\u300cAI\u3092\u7d44\u307f\u8fbc\u3093\u3067\u4fa1\u5024\u3092\u51fa\u3059\u5074\u300d\u3068\u300cAI\u6642\u4ee3\u306e\u57fa\u76e4\u3092\u652f\u3048\u308b\u5074\u300d\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001Web\u30b5\u30fc\u30d3\u30b9\u958b\u767a\u306f\u6539\u5584\u30b5\u30a4\u30af\u30eb\u304c\u901f\u304f\u3001AI\u3067\u5b9f\u88c5\u304c\u901f\u304f\u306a\u308b\u307b\u3069\u6a5f\u80fd\u8ffd\u52a0\u304c\u5897\u3048\u3001\u958b\u767a\u9700\u8981\u304c\u6b8b\u308a\u3084\u3059\u3044\u3067\u3059\u3002<br>\u30af\u30e9\u30a6\u30c9\uff08\u7279\u306bAWS\uff09\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u904b\u7528\u306e\u81ea\u52d5\u5316\u3084\u30b3\u30b9\u30c8\u6700\u9069\u5316\u304c\u91cd\u8981\u306b\u306a\u308a\u3001\u8a2d\u8a08\u30fb\u904b\u7528\u306e\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u304c\u3061\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001AI\u306e\u51fa\u529b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u6574\u5099\u3084\u6307\u6a19\u8a2d\u8a08\u304c\u5fc5\u9808\u3067\u3001\u3053\u3053\u306f\u81ea\u52d5\u5316\u3057\u306b\u304f\u3044\u9818\u57df\u3067\u3059\u3002<br>AI\u958b\u767a\u306f\u83ef\u3084\u304b\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u672a\u7d4c\u9a13\u304b\u3089\u3044\u304d\u306a\u308a\u72d9\u3046\u3088\u308a\u3001\u307e\u305aWeb\u00d7Python\u00d7\u30c7\u30fc\u30bf\u57fa\u790e\u3067\u8db3\u5834\u3092\u4f5c\u308b\u3068\u8ee2\u8077\u6210\u529f\u7387\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading jinr-heading d--bold\">AI\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u751f\u304d\u6b8b\u308a\u6226\u756514\u9078\uff08STEP\u3067\u5b9f\u884c\uff09<\/h2>\n\n\n\n<p>\u751f\u304d\u6b8b\u308a\u6226\u7565\u306f\u300cAI\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u300d\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3001\u63a1\u7528\u3067\u8a55\u4fa1\u3055\u308c\u308b\u5f62\u306b\u843d\u3068\u3057\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3053\u3053\u3067\u306f\u3001\u672a\u7d4c\u9a13\u301c\u7d4c\u9a13\u6d45\u3081\u306e\u4eba\u304c\u201c\u8ee2\u8077\u3067\u52dd\u3066\u308b\u9806\u201d\u306b\u3001\u5b9f\u884c\u3057\u3084\u3059\u3044STEP\u3068\u3057\u3066\u6574\u7406\u3057\u307e\u3059\u3002<br>\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u2460AI\u3067\u4f5c\u696d\u3092\u901f\u304f\u3059\u308b\u3001\u2461\u54c1\u8cea\u3067\u4e8b\u6545\u3092\u9632\u3050\u3001\u2462\u5c02\u9580\u9818\u57df\u3067\u5dee\u5225\u5316\u3059\u308b\u3001\u2463\u6210\u679c\u3092\u898b\u3048\u308b\u5316\u3059\u308b\u3001\u306e4\u3064\u3067\u3059\u3002<br>14STEP\u3092\u5168\u90e8\u4e00\u6c17\u306b\u3084\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u307e\u305a\u306fSTEP1\u301c6\u3067\u300cAI\u3092\u4f7f\u3063\u3066\u958b\u767a\u3067\u304d\u308b\u4eba\u300d\u306b\u306a\u308a\u3001\u6b21\u306bSTEP7\u301c9\u3067\u300cAI\/\u30c7\u30fc\u30bf\u3082\u89e6\u308c\u308b\u4eba\u300d\u3078\u62e1\u5f35\u3057\u3001\u6700\u5f8c\u306bSTEP11\u301c14\u3067\u300c\u63a1\u7528\u3055\u308c\u308b\u8a3c\u62e0\u300d\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-6\"  class=\"wp-block-heading jinr-heading 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d--bold\">\u3010STEP3\u3011\u8907\u96d1\u306a\u4ed5\u69d8\u3092\u8a00\u8a9e\u5316\u3067\u304d\u308b\u80fd\u529b\uff1a\u30e6\u30fc\u30b6\u30fc\u8ab2\u984c\u306e\u7406\u89e3\u3068\u8981\u4ef6\u6574\u7406<\/h3>\n\n\n\n<p>AI\u304c\u5f37\u304f\u306a\u308b\u307b\u3069\u3001\u4eba\u9593\u5074\u306b\u6b8b\u308b\u4fa1\u5024\u306f\u300c\u4f55\u3092\u4f5c\u308b\u3079\u304d\u304b\u300d\u3092\u6c7a\u3081\u308b\u529b\u3067\u3059\u3002<br>\u8ee2\u8077\u5e02\u5834\u3067\u3082\u3001\u305f\u3060\u30b3\u30fc\u30c9\u304c\u66f8\u3051\u308b\u4eba\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u8ab2\u984c\u3092\u7406\u89e3\u3057\u3066\u8981\u4ef6\u306b\u843d\u3068\u305b\u308b\u4eba\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u5b9f\u52d9\u306e\u8981\u4ef6\u5b9a\u7fa9\u7d4c\u9a13\u304c\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u7591\u4f3c\u7684\u306b\u518d\u73fe\u3057\u307e\u3057\u3087\u3046\u3002<br>\u305f\u3068\u3048\u3070\u5bb6\u8a08\u7c3f\u30a2\u30d7\u30ea\u306a\u3089\u300c\u8ab0\u304c\u300d\u300c\u4f55\u306b\u56f0\u3063\u3066\u3044\u3066\u300d\u300c\u3069\u306e\u753b\u9762\u3067\u300d\u300c\u3069\u3093\u306a\u5165\u529b\u3092\u3057\u3066\u300d\u300c\u3069\u3093\u306a\u96c6\u8a08\u304c\u6b32\u3057\u3044\u304b\u300d\u3092\u6587\u7ae0\u3068\u56f3\u3067\u6574\u7406\u3057\u307e\u3059\u3002<br>\u3053\u306e\u8a00\u8a9e\u5316\u304c\u3067\u304d\u308b\u3068\u3001AI\u3078\u306e\u6307\u793a\u3082\u5177\u4f53\u5316\u3057\u3001\u51fa\u529b\u306e\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u50cf\uff08\u30da\u30eb\u30bd\u30ca\uff09\u3068\u5229\u7528\u30b7\u30fc\u30f3\u30921\u679a\u3067\u8aac\u660e\u3059\u308b<\/li>\n\n\n\n<li>\u6a5f\u80fd\u8981\u4ef6\u3068\u975e\u6a5f\u80fd\u8981\u4ef6\uff08\u901f\u5ea6\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7b49\uff09\u3092\u5206\u3051\u308b<\/li>\n\n\n\n<li>\u66d6\u6627\u8a9e\uff08\u9069\u5207\u306b\u3001\u3044\u3044\u611f\u3058\u306b\uff09\u3092\u6570\u5024\u3084\u6761\u4ef6\u306b\u7f6e\u304d\u63db\u3048\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-9\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP4\u3011\u8a2d\u8a08\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff1a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u9078\u5b9a\u3068\u9023\u643a\uff08API\/DB\/\u5916\u90e8\u30c4\u30fc\u30eb\uff09<\/h3>\n\n\n\n<p>AI\u304c\u30b3\u30fc\u30c9\u3092\u66f8\u3051\u3066\u3082\u3001\u8a2d\u8a08\u304c\u5f31\u3044\u3068\u4fdd\u5b88\u3067\u304d\u306a\u3044\u6210\u679c\u7269\u306b\u306a\u308a\u307e\u3059\u3002<br>\u8ee2\u8077\u3067\u5f37\u3044\u306e\u306f\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u201c\u4f7f\u3063\u305f\u201d\u3060\u3051\u3067\u306a\u304f\u3001\u306a\u305c\u305d\u308c\u3092\u9078\u3073\u3001\u3069\u3046\u5206\u5272\u3057\u3001\u3069\u3053\u3067\u30c7\u30fc\u30bf\u3092\u6301\u3061\u3001\u3069\u3046\u9023\u643a\u3059\u308b\u304b\u3092\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u3001\u307e\u305a\u306f\u5178\u578b\u69cb\u6210\u3067\u5341\u5206\u3067\u3059\u3002<br>\u4f8b\u3068\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\uff08React\u7b49\uff09\uff0bAPI\uff08FastAPI\/Django\/Node\u7b49\uff09\uff0bDB\uff08PostgreSQL\uff09\uff0b\u8a8d\u8a3c\uff08JWT\u7b49\uff09\uff0b\u30af\u30e9\u30a6\u30c9\uff08AWS\uff09\u3068\u3044\u3046\u5f62\u3092\u4f5c\u308a\u3001\u8cac\u52d9\u3092\u5206\u3051\u307e\u3059\u3002<br>AI\u306b\u306f\u8a2d\u8a08\u6848\u3092\u51fa\u3055\u305b\u3064\u3064\u3001\u6700\u7d42\u7684\u306b\u81ea\u5206\u304c\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\uff08\u958b\u767a\u901f\u5ea6\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u3001\u904b\u7528\uff09\u3067\u6c7a\u3081\u308b\u7df4\u7fd2\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u89b3\u70b9<\/th><th>\u521d\u5fc3\u8005\u304c\u3084\u308a\u304c\u3061\u306a\u5931\u6557<\/th><th>\u6539\u5584\u306e\u8003\u3048\u65b9<\/th><\/tr><tr><td>\u8cac\u52d9\u5206\u96e2<\/td><td>\u5168\u90e81\u30d5\u30a1\u30a4\u30eb\/1\u30af\u30e9\u30b9\u306b\u8a70\u3081\u308b<\/td><td>API\u5c64\u30fb\u30b5\u30fc\u30d3\u30b9\u5c64\u30fbDB\u5c64\u3092\u5206\u3051\u308b<\/td><\/tr><tr><td>\u9023\u643a<\/td><td>\u5916\u90e8API\u306e\u5931\u6557\u3092\u60f3\u5b9a\u3057\u306a\u3044<\/td><td>\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3001\u30ea\u30c8\u30e9\u30a4\u3001\u4f8b\u5916\u51e6\u7406\u3092\u8a2d\u8a08\u306b\u5165\u308c\u308b<\/td><\/tr><tr><td>\u62e1\u5f35\u6027<\/td><td>\u8981\u4ef6\u8ffd\u52a0\u3067\u7834\u7dbb\u3059\u308b<\/td><td>\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3068API\u306e\u5909\u66f4\u306b\u5f37\u3044\u5f62\u306b\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-10\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP5\u3011\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u8a2d\u8a08\uff1aSQL\u30fb\u904b\u7528\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u57fa\u790e<\/h3>\n\n\n\n<p>AI\u6642\u4ee3\u3067\u3082DB\u306f\u5f37\u3044\u6b66\u5668\u3067\u3059\u3002<br>\u306a\u305c\u306a\u3089\u3001\u30a2\u30d7\u30ea\u306e\u4e0d\u5177\u5408\u3084\u6027\u80fd\u554f\u984c\u306e\u591a\u304f\u306f\u30c7\u30fc\u30bf\u306e\u6301\u3061\u65b9\u30fb\u691c\u7d22\u306e\u4ed5\u65b9\u30fb\u6574\u5408\u6027\u3067\u8d77\u304d\u308b\u304b\u3089\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u3001SQL\u306eSELECT\/INSERT\u3060\u3051\u3067\u7d42\u308f\u3089\u305a\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3001\u6b63\u898f\u5316\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u6a29\u9650\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306e\u6982\u5ff5\u307e\u3067\u89e6\u308c\u308b\u3068\u5dee\u304c\u3064\u304d\u307e\u3059\u3002<br>\u307e\u305f\u3001\u500b\u4eba\u958b\u767a\u3067\u3082\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5e73\u6587\u3067\u4fdd\u5b58\u3057\u306a\u3044\u300d\u300cSQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3092\u9632\u3050\u300d\u306a\u3069\u306e\u57fa\u672c\u3092\u5b88\u308b\u3060\u3051\u3067\u3001\u5b9f\u52d9\u611f\u304c\u51fa\u307e\u3059\u3002<br>AI\u306bSQL\u3092\u66f8\u304b\u305b\u308b\u5834\u5408\u3082\u3001\u5b9f\u884c\u8a08\u753b\u3084\u4ef6\u6570\u5897\u52a0\u3092\u60f3\u5b9a\u3057\u305f\u8a2d\u8a08\u306f\u4eba\u9593\u306e\u5224\u65ad\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>ER\u56f3\u3092\u4f5c\u308a\u3001\u4e3b\u30ad\u30fc\u30fb\u5916\u90e8\u30ad\u30fc\u30fb\u30e6\u30cb\u30fc\u30af\u5236\u7d04\u3092\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/li>\n\n\n\n<li>ORM\u4efb\u305b\u306b\u305b\u305a\u3001\u751fSQL\u3067JOIN\u3068\u96c6\u8a08\u3092\u4e00\u5ea6\u306f\u66f8\u304f<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u300c\u5165\u529b\u691c\u8a3c\u300d\u300c\u6a29\u9650\u300d\u300c\u6697\u53f7\u5316\u300d\u3092\u6700\u4f4e\u9650\u62bc\u3055\u3048\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-11\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP6\u3011\u751f\u6210AI\u3067\u306e\u958b\u767a\u30d5\u30ed\u30fc\u3092\u6a19\u6e96\u5316\uff1a\u30c6\u30f3\u30d7\u30ec\u4f5c\u6210\u30fb\u30ec\u30d3\u30e5\u30fc\u30fb\u81ea\u52d5\u5316<\/h3>\n\n\n\n<p>AI\u3092\u4f7f\u3048\u308b\u4eba\u304c\u5897\u3048\u308b\u307b\u3069\u3001\u5dee\u304c\u3064\u304f\u306e\u306f\u201c\u518d\u73fe\u6027\u306e\u3042\u308b\u958b\u767a\u624b\u9806\u201d\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u3067\u3059\u3002<br>\u6c42\u8077\u8005\u3067\u3082\u3001\u30c6\u30f3\u30d7\u30ec\u5316\u306f\u3059\u3050\u3067\u304d\u307e\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u8981\u4ef6\u30c6\u30f3\u30d7\u30ec\u3001API\u8a2d\u8a08\u30c6\u30f3\u30d7\u30ec\u3001\u30c6\u30b9\u30c8\u89b3\u70b9\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3001PR\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u306a\u3069\u3092\u81ea\u5206\u7528\u306b\u4f5c\u308a\u3001AI\u306b\u3082\u540c\u3058\u5f62\u5f0f\u3067\u51fa\u529b\u3055\u305b\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u6bce\u56de\u306e\u54c1\u8cea\u304c\u5b89\u5b9a\u3057\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u5b8c\u6210\u901f\u5ea6\u3082\u4e0a\u304c\u308a\u307e\u3059\u3002<br>\u3055\u3089\u306b\u3001Lint\/Formatter\u3001CI\uff08GitHub Actions\uff09\u3092\u5165\u308c\u308b\u3068\u3001AI\u751f\u6210\u30b3\u30fc\u30c9\u306e\u30d6\u30ec\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<br>\u9762\u63a5\u3067\u306f\u300cAI\u3092\u4f7f\u3046\u30eb\u30fc\u30eb\u3092\u6c7a\u3081\u3066\u4e8b\u6545\u3092\u9632\u3044\u3060\u300d\u3068\u8a71\u305b\u308b\u306e\u304c\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u56fa\u5b9a\u5316\u3057\u3001\u51fa\u529b\u5f62\u5f0f\uff08\u4f8b\uff1a\u5dee\u5206\u3001\u7406\u7531\u3001\u30c6\u30b9\u30c8\uff09\u3092\u6307\u5b9a\u3059\u308b<\/li>\n\n\n\n<li>\u81ea\u52d5\u6574\u5f62\uff08black\/prettier\uff09\u3068\u9759\u7684\u89e3\u6790\uff08ruff\/eslint\uff09\u3092\u5165\u308c\u308b<\/li>\n\n\n\n<li>CI\u3067\u30c6\u30b9\u30c8\u3092\u56de\u3057\u3001\u58ca\u308c\u305f\u3089\u30de\u30fc\u30b8\u3067\u304d\u306a\u3044\u4ed5\u7d44\u307f\u306b\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-12\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP7\u3011Python\u3067AI\u6d3b\u7528\uff1a\u30e9\u30a4\u30d6\u30e9\u30ea\u5b9f\u884c\u3068\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u5b9f\u88c5\u304b\u3089\u59cb\u3081\u308b<\/h3>\n\n\n\n<p>AI\u6642\u4ee3\u306e\u8ee2\u8077\u3067Python\u306f\u4f9d\u7136\u3068\u3057\u3066\u5f37\u3044\u9078\u629e\u80a2\u3067\u3059\u3002<br>\u305f\u3060\u3057\u300cPython\u3092\u52c9\u5f37\u3057\u307e\u3057\u305f\u300d\u3060\u3051\u3067\u306f\u5f31\u304f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u201c\u76ee\u7684\u306e\u51e6\u7406\u3092\u52d5\u304b\u3057\u305f\u201d\u7d4c\u9a13\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u6700\u521d\u306f\u3001pandas\u3067\u96c6\u8a08\u3001matplotlib\u3067\u53ef\u8996\u5316\u3001scikit-learn\u3067\u5206\u985e\/\u56de\u5e30\u3001\u3068\u3044\u3046\u5c0f\u3055\u306a\u6210\u529f\u4f53\u9a13\u3092\u7a4d\u307f\u307e\u3059\u3002<br>\u751f\u6210AI\u3092\u4f7f\u3048\u3070\u30b3\u30fc\u30c9\u306f\u66f8\u3051\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3084\u8a55\u4fa1\u306e\u8aad\u307f\u53d6\u308a\u306f\u4eba\u9593\u304c\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u3068\u7834\u7dbb\u3057\u307e\u3059\u3002<br>\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u2192\u52a0\u5de5\u2192\u5b66\u7fd2\u2192\u8a55\u4fa1\u2192\u7c21\u6613API\u5316\u3001\u307e\u3067\u7e4b\u3052\u308b\u3068\u300cAI\u6d3b\u7528\u3067\u304d\u308b\u958b\u767a\u8005\u300d\u306b\u8fd1\u3065\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u307e\u305a\u306fKaggle\u7b49\u306e\u516c\u958b\u30c7\u30fc\u30bf\u3067\u300c\u518d\u73fe\u3067\u304d\u308b\u5206\u6790\u300d\u3092\u4f5c\u308b<\/li>\n\n\n\n<li>\u5b66\u7fd2\u7d50\u679c\u306f\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u6df7\u540c\u884c\u5217\u306a\u3069\u3067\u8aac\u660e\u3059\u308b<\/li>\n\n\n\n<li>\u6700\u7d42\u7684\u306bFastAPI\u3067\u63a8\u8ad6API\u306b\u3057\u3066\u201c\u4f7f\u3048\u308b\u5f62\u201d\u306b\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-13\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP8\u3011\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7406\u89e3\uff1a\u81ea\u7136\u8a00\u8a9e\u306e\u4ed5\u7d44\u307f\u3068\u9650\u754c<\/h3>\n\n\n\n<p>AI\u3092\u4f7f\u3046\u5074\u3067\u3082\u3001\u6700\u4f4e\u9650\u306e\u4ed5\u7d44\u307f\u3068\u9650\u754c\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3068\u3001\u73fe\u5834\u3067\u306e\u4e8b\u6545\u3092\u907f\u3051\u3089\u308c\u307e\u3059\u3002<br>\u7279\u306b\u751f\u6210AI\u306f\u3001\u6b63\u3057\u3055\u3092\u4fdd\u8a3c\u305b\u305a\u306b\u201c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u6587\u7ae0\u3084\u30b3\u30fc\u30c9\u201d\u3092\u51fa\u3059\u6027\u8cea\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3053\u306e\u7279\u6027\u3092\u77e5\u3089\u306a\u3044\u3068\u3001\u4ed5\u69d8\u306e\u53d6\u308a\u9055\u3048\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e8b\u6545\u306b\u7e4b\u304c\u308a\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u306e\u6570\u5f0f\u3092\u5b8c\u74a7\u306b\u8ffd\u3046\u3088\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u4f9d\u5b58\u3001\u904e\u5b66\u7fd2\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u306e\u8a98\u5c0e\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u6271\u3044\u306a\u3069\u3001\u5b9f\u52d9\u3067\u5fc5\u8981\u306a\u8ad6\u70b9\u3092\u62bc\u3055\u3048\u308b\u306e\u304c\u8fd1\u9053\u3067\u3059\u3002<br>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u57fa\u672c\uff08\u30c8\u30fc\u30af\u30f3\u3001\u57cb\u3081\u8fbc\u307f\u3001\u6ce8\u610f\u6a5f\u69cb\u306e\u6982\u5ff5\uff09\u3092\u77e5\u308b\u3068\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3084\u51fa\u529b\u306e\u7656\u306e\u7406\u89e3\u304c\u9032\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u751f\u6210AI\u306f\u300c\u6839\u62e0\u3092\u6301\u3063\u3066\u7b54\u3048\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u300c\u305d\u308c\u3063\u307d\u3055\u300d\u3067\u51fa\u3059\u3053\u3068\u304c\u3042\u308b<\/li>\n\n\n\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306a\u3044\u793e\u5185\u4ed5\u69d8\u3084\u6700\u65b0\u60c5\u5831\u306f\u9593\u9055\u3048\u3084\u3059\u3044<\/li>\n\n\n\n<li>\u6a5f\u5bc6\u60c5\u5831\u3092\u5165\u529b\u3057\u306a\u3044\u904b\u7528\u30eb\u30fc\u30eb\u3092\u5148\u306b\u6c7a\u3081\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-14\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP9\u3011\u6570\u5b66\u30fb\u7d71\u8a08\u5b66\u306e\u57fa\u790e\u3092\u56fa\u3081\u308b\uff1a\u8a55\u4fa1\u6307\u6a19\u3068\u30c7\u30fc\u30bf\u306e\u898b\u65b9\uff08\u5e73\u5747\u306a\u3069\uff09<\/h3>\n\n\n\n<p>\u6570\u5b66\u304c\u82e6\u624b\u3067\u3082\u8ee2\u8077\u306f\u53ef\u80fd\u3067\u3059\u304c\u3001AI\u3084\u30c7\u30fc\u30bf\u9818\u57df\u306b\u5bc4\u305b\u308b\u306a\u3089\u7d71\u8a08\u306e\u57fa\u790e\u306f\u6b66\u5668\u306b\u306a\u308a\u307e\u3059\u3002<br>\u91cd\u8981\u306a\u306e\u306f\u96e3\u3057\u3044\u8a3c\u660e\u3067\u306f\u306a\u304f\u3001\u5e73\u5747\u30fb\u5206\u6563\u30fb\u6a19\u6e96\u504f\u5dee\u3001\u76f8\u95a2\u3068\u56e0\u679c\u3001\u30b5\u30f3\u30d7\u30eb\u6570\u3001\u5916\u308c\u5024\u3001\u8a55\u4fa1\u6307\u6a19\uff08\u7cbe\u5ea6\u3001\u518d\u73fe\u7387\u3001F1\u306a\u3069\uff09\u3092\u201c\u8aac\u660e\u3067\u304d\u308b\u201d\u3053\u3068\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u7cbe\u5ea6\u304c\u9ad8\u304f\u3066\u3082\u91cd\u8981\u306a\u30b1\u30fc\u30b9\u3092\u898b\u9003\u3057\u3066\u3044\u308c\u3070\u610f\u5473\u304c\u306a\u3044\u3001\u3068\u3044\u3046\u5224\u65ad\u306f\u73fe\u5834\u3067\u983b\u51fa\u3067\u3059\u3002<br>\u307e\u305f\u3001A\/B\u30c6\u30b9\u30c8\u3084\u6539\u5584\u65bd\u7b56\u306e\u52b9\u679c\u6e2c\u5b9a\u306b\u3082\u7d71\u8a08\u306e\u8003\u3048\u65b9\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002<br>\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u300c\u6307\u6a19\u3092\u9078\u3093\u3060\u7406\u7531\u300d\u3092\u66f8\u3051\u308b\u3068\u3001AI\u3092\u96f0\u56f2\u6c17\u3067\u89e6\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u4f1d\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u7528\u8a9e<\/th><th>\u6700\u4f4e\u9650\u306e\u7406\u89e3<\/th><th>\u8ee2\u8077\u3067\u306e\u4f7f\u3044\u3069\u3053\u308d<\/th><\/tr><tr><td>\u5e73\u5747\u30fb\u5206\u6563<\/td><td>\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3092\u628a\u63e1\u3059\u308b<\/td><td>\u7570\u5e38\u691c\u77e5\u3001KPI\u306e\u5b89\u5b9a\u6027\u78ba\u8a8d<\/td><\/tr><tr><td>\u76f8\u95a2\u3068\u56e0\u679c<\/td><td>\u4e00\u7dd2\u306b\u52d5\u304f\u2260\u539f\u56e0\u3068\u306f\u9650\u3089\u306a\u3044<\/td><td>\u65bd\u7b56\u306e\u52b9\u679c\u3092\u8aa4\u89e3\u3057\u306a\u3044<\/td><\/tr><tr><td>\u518d\u73fe\u7387\/F1<\/td><td>\u898b\u9003\u3057\u3092\u6e1b\u3089\u3059\u6307\u6a19\u304c\u5fc5\u8981\u306a\u5834\u9762\u304c\u3042\u308b<\/td><td>\u4e0d\u6b63\u691c\u77e5\u3001\u969c\u5bb3\u691c\u77e5\u3001\u533b\u7642\u7cfb\u306a\u3069<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-15\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP11\u3011\u54c1\u8cea\u3092\u5b88\u308b\uff1a\u30c6\u30b9\u30c8\u3001\u30ed\u30b0\u3001\u76e3\u8996\u3001\u518d\u73fe\u6027\u3067\u201c\u52d5\u304f\u30b3\u30fc\u30c9\u201d\u304b\u3089\u5352\u696d<\/h3>\n\n\n\n<p>AI\u304c\u30b3\u30fc\u30c9\u3092\u91cf\u7523\u3067\u304d\u308b\u6642\u4ee3\u307b\u3069\u3001\u54c1\u8cea\u4fdd\u8a3c\u304c\u4fa1\u5024\u306b\u306a\u308a\u307e\u3059\u3002<br>\u63a1\u7528\u5074\u304c\u6016\u3044\u306e\u306f\u300c\u52d5\u304f\u3051\u3069\u58ca\u308c\u3084\u3059\u3044\u300d\u300c\u969c\u5bb3\u6642\u306b\u539f\u56e0\u304c\u8ffd\u3048\u306a\u3044\u300d\u4eba\u6750\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u3067\u3082\u3001\u30c6\u30b9\u30c8\u3001\u30ed\u30b0\u3001\u76e3\u8996\u3001\u518d\u73fe\u6027\uff08\u74b0\u5883\u5dee\u3067\u52d5\u304b\u306a\u3044\u554f\u984c\u3092\u6f70\u3059\uff09\u3092\u610f\u8b58\u3057\u305f\u958b\u767a\u3092\u3059\u308b\u3068\u3001\u5b9f\u52d9\u306b\u8fd1\u3065\u304d\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u4f8b\u5916\u6642\u306b\u30ed\u30b0\u3092\u6b8b\u3059\u3001\u91cd\u8981\u51e6\u7406\u306b\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u5165\u308c\u308b\u3001Docker\u3067\u74b0\u5883\u3092\u56fa\u5b9a\u3059\u308b\u3001README\u306b\u8d77\u52d5\u624b\u9806\u3092\u66f8\u304f\u3001\u306a\u3069\u3067\u3059\u3002<br>\u751f\u6210AI\u306e\u51fa\u529b\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u54c1\u8cea\u306e\u8cac\u4efb\u306f\u4eba\u9593\u304c\u6301\u3064\u3001\u3068\u3044\u3046\u59ff\u52e2\u304c\u9762\u63a5\u3067\u523a\u3055\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\uff0b\u6700\u4f4e\u9650\u306eE2E\uff08\u753b\u9762\/API\uff09\u3092\u7528\u610f\u3059\u308b<\/li>\n\n\n\n<li>\u30ed\u30b0\u306f\u300c\u3044\u3064\u30fb\u8ab0\u304c\u30fb\u4f55\u3092\u30fb\u7d50\u679c\u3069\u3046\u306a\u3063\u305f\u300d\u3092\u8ffd\u3048\u308b\u5f62\u306b\u3059\u308b<\/li>\n\n\n\n<li>Docker\/requirements\u3067\u518d\u73fe\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-16\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP12\u3011\u5c02\u9580\u9818\u57df\u306b\u7279\u5316\uff1a\u696d\u754c\u77e5\u8b58\u00d7\u6280\u8853\u3067\u4ee3\u66ff\u3055\u308c\u306b\u304f\u3044\u4fa1\u5024\u3092\u4f5c\u308b<\/h3>\n\n\n\n<p>AI\u6642\u4ee3\u306e\u5dee\u5225\u5316\u306f\u300c\u6280\u8853\u3060\u3051\u300d\u3088\u308a\u300c\u696d\u754c\u77e5\u8b58\u00d7\u6280\u8853\u300d\u306e\u639b\u3051\u7b97\u304c\u52b9\u304d\u307e\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u533b\u7642\u3001\u7269\u6d41\u3001\u88fd\u9020\u3001\u91d1\u878d\u3001\u4e0d\u52d5\u7523\u3001\u6559\u80b2\u306a\u3069\u306f\u696d\u52d9\u77e5\u8b58\u3084\u898f\u5236\u3001\u73fe\u5834\u306e\u5236\u7d04\u304c\u5f37\u304f\u3001\u5358\u7d14\u306a\u30b3\u30fc\u30c9\u751f\u6210\u3067\u306f\u89e3\u3051\u307e\u305b\u3093\u3002<br>\u672a\u7d4c\u9a13\u8005\u3067\u3082\u3001\u524d\u8077\u306e\u7d4c\u9a13\u3092\u6d3b\u304b\u305b\u307e\u3059\u3002<br>\u55b6\u696d\u306a\u3089SFA\/CRM\u3001\u7d4c\u7406\u306a\u3089\u4f1a\u8a08\u30fb\u8acb\u6c42\u3001\u88fd\u9020\u306a\u3089\u5728\u5eab\u30fb\u5de5\u7a0b\u3001\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u8ab2\u984c\u304c\u5206\u304b\u308b\u9818\u57df\u3067\u30a2\u30d7\u30ea\u3092\u4f5c\u308b\u3068\u8aac\u5f97\u529b\u304c\u51fa\u307e\u3059\u3002<br>\u300c\u305d\u306e\u696d\u754c\u306e\u75db\u307f\u304c\u5206\u304b\u308b\u300d\u4eba\u306f\u3001AI\u304c\u666e\u53ca\u3057\u3066\u3082\u7f6e\u304d\u63db\u308f\u308a\u306b\u304f\u3044\u3067\u3059\u3002<br>\u8ee2\u8077\u3067\u306f\u3001\u696d\u754c\u7279\u5316\u306e\u81ea\u793e\u958b\u767a\u3084SaaS\u4f01\u696d\u3092\u72d9\u3046\u6226\u7565\u3082\u53d6\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u524d\u8077\u306e\u696d\u52d9\u30d5\u30ed\u30fc\u3092\u56f3\u306b\u3057\u3066\u3001\u8ab2\u984c\u2192\u6a5f\u80fd\u306b\u843d\u3068\u3059<\/li>\n\n\n\n<li>\u898f\u5236\u30fb\u500b\u4eba\u60c5\u5831\u30fb\u76e3\u67fb\u306a\u3069\u201c\u5236\u7d04\u201d\u3092\u8981\u4ef6\u306b\u5165\u308c\u308b<\/li>\n\n\n\n<li>\u5c02\u9580\u7528\u8a9e\u3092\u6b63\u3057\u304f\u4f7f\u3044\u3001\u30c9\u30e1\u30a4\u30f3\u7406\u89e3\u3092\u793a\u3059<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-17\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP13\u3011\u30ad\u30e3\u30ea\u30a2\u306e\u5206\u5c90\u3092\u4f5c\u308b\uff1a\u30a8\u30f3\u30b8\u30cb\u30a2\u2192\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u7b49\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9<\/h3>\n\n\n\n<p>\u8ee2\u8077\u3067\u5931\u6557\u3057\u306b\u304f\u3044\u306e\u306f\u3001\u6700\u521d\u304b\u3089\u4e00\u70b9\u5f35\u308a\u306b\u305b\u305a\u3001\u8907\u6570\u306e\u51fa\u53e3\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070\u300cWeb\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3092\u8ef8\u306b\u3057\u3064\u3064\u3001Python\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3092\u7a4d\u3081\u3070\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u5bc4\u308a\u306b\u3082\u5e83\u3052\u3089\u308c\u307e\u3059\u3002<br>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u4eba\u6c17\u3067\u3059\u304c\u3001\u3044\u304d\u306a\u308a\u7814\u7a76\u5bc4\u308a\u306e\u6c42\u4eba\u306b\u7a81\u6483\u3059\u308b\u3068\u30df\u30b9\u30de\u30c3\u30c1\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002<br>\u307e\u305a\u306f\u958b\u767a\u73fe\u5834\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6271\u3046\u6a5f\u80fd\uff08\u691c\u7d22\u3001\u63a8\u85a6\u3001\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u7b49\uff09\u306b\u95a2\u308f\u308b\u3068\u3001\u81ea\u7136\u306bAI\u9818\u57df\u3078\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002<br>\u30ad\u30e3\u30ea\u30a2\u306e\u5206\u5c90\u3092\u4f5c\u308b\u3068\u3001\u666f\u6c17\u3084\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u304c\u5909\u308f\u3063\u3066\u3082\u8ee2\u8077\u306e\u9078\u629e\u80a2\u304c\u6b8b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5165\u53e3\uff08\u72d9\u3044\u3084\u3059\u3044\uff09<\/th><th>\u6b21\u306e\u5206\u5c90<\/th><th>\u4f38\u3070\u3059\u30b9\u30ad\u30eb<\/th><\/tr><tr><td>Web\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>SQL\u3001ETL\u3001\u30af\u30e9\u30a6\u30c9\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/td><\/tr><tr><td>Web\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>ML\/AI\u6d3b\u7528\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>Python\u3001\u8a55\u4fa1\u3001MLOps\u57fa\u790e<\/td><\/tr><tr><td>\u30a4\u30f3\u30d5\u30e9\/\u30af\u30e9\u30a6\u30c9<\/td><td>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\/DevOps<\/td><td>IaC\u3001\u76e3\u8996\u3001CI\/CD\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-18\"  class=\"wp-block-heading jinr-heading d--bold\">\u3010STEP14\u3011\u5b66\u7fd2\u3068\u767a\u4fe1\uff1a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u30fbGitHub\u3067\u7d4c\u9a13\u3068\u5b9f\u88c5\u529b\u3092\u8a3c\u660e\u3059\u308b<\/h3>\n\n\n\n<p>AI\u6642\u4ee3\u306e\u8ee2\u8077\u306f\u300c\u4f55\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u300d\u3088\u308a\u300c\u4f55\u3092\u4f5c\u3063\u3066\u3001\u3069\u3046\u6539\u5584\u3057\u305f\u304b\u300d\u304c\u898b\u3089\u308c\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u8077\u52d9\u7d4c\u6b74\u3067\u52dd\u3066\u306a\u3044\u5206\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068GitHub\u3067\u201c\u5b9f\u88c5\u529b\u306e\u8a3c\u62e0\u201d\u3092\u51fa\u3059\u306e\u304c\u6700\u91cd\u8981\u3067\u3059\u3002<br>\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5b8c\u6210\u54c1\u30921\u3064\u4f5c\u308b\u3053\u3068\u3001README\u3067\u76ee\u7684\u30fb\u4f7f\u3044\u65b9\u30fb\u6280\u8853\u9078\u5b9a\u7406\u7531\u30fb\u30c6\u30b9\u30c8\u30fb\u6539\u5584\u70b9\u3092\u66f8\u304f\u3053\u3068\u3001\u305d\u3057\u3066\u30b3\u30df\u30c3\u30c8\u5c65\u6b74\u3067\u5b66\u7fd2\u306e\u904e\u7a0b\u3092\u898b\u305b\u308b\u3053\u3068\u3067\u3059\u3002<br>\u751f\u6210AI\u3092\u4f7f\u3063\u305f\u306a\u3089\u3001\u3069\u3053\u3067\u4f7f\u3044\u3001\u3069\u3053\u3092\u4eba\u9593\u304c\u691c\u8a3c\u3057\u305f\u304b\u3082\u66f8\u304f\u3068\u4fe1\u983c\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<br>\u767a\u4fe1\u306fSNS\u3067\u3082\u826f\u3044\u3067\u3059\u304c\u3001\u307e\u305a\u306fGitHub\u3068\u7c21\u5358\u306a\u6280\u8853\u8a18\u4e8b\uff08Qiita\u7b49\uff09\u3067\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>README\u306b\u300c\u8ab2\u984c\u2192\u89e3\u6c7a\u2192\u6a5f\u80fd\u2192\u6280\u8853\u2192\u8d77\u52d5\u624b\u9806\u2192\u30c6\u30b9\u30c8\u300d\u3092\u66f8\u304f<\/li>\n\n\n\n<li>\u5c0f\u3055\u304f\u4f5c\u3063\u3066\u6539\u5584\u3059\u308b\uff08v1\u2192v2\uff09\u5c65\u6b74\u3092\u6b8b\u3059<\/li>\n\n\n\n<li>AI\u5229\u7528\u7b87\u6240\u3068\u691c\u8a3c\u65b9\u6cd5\uff08\u30c6\u30b9\u30c8\/\u30ec\u30d3\u30e5\u30fc\uff09\u3092\u660e\u8a18\u3059\u308b<\/li>\n<\/ul>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/systems-engineer\/programmer\/career-programmer-reality-beginner\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/career-programmer-reality-beginner-320x180.png\" alt=\"\u672a\u7d4c\u9a13\u3067\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u306a\u308b\u524d\u306b\u3001\u899a\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u672a\u7d4c\u9a13\u3067\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u306a\u308b\u524d\u306b\u3001\u899a\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-19\"  class=\"wp-block-heading jinr-heading d--bold\">AI\u6d3b\u7528\u3067\u304d\u308b\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306e\u5177\u4f53\u7684\u306a\u4ed5\u4e8b\u5185\u5bb9\uff1a\u958b\u767a\u73fe\u5834\u3067\u306e\u5b9f\u88c5\u30fb\u904b\u7528\u30fb\u6539\u5584<\/h2>\n\n\n\n<p>AI\u6d3b\u7528\u3067\u304d\u308b\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306e\u4ed5\u4e8b\u306f\u300cAI\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4eba\u300d\u3067\u306f\u306a\u304f\u3001\u300cAI\u3092\u4f7f\u3063\u3066\u958b\u767a\u306e\u901f\u5ea6\u3068\u54c1\u8cea\u3092\u4e0a\u3052\u308b\u4eba\u300d\u3067\u3059\u3002<br>\u73fe\u5834\u3067\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u904b\u7528\u6539\u5584\u307e\u3067\u306e\u5404\u5de5\u7a0b\u306bAI\u3092\u90e8\u5206\u7684\u306b\u7d44\u307f\u8fbc\u307f\u3001\u624b\u623b\u308a\u3092\u6e1b\u3089\u3057\u3001\u30ec\u30d3\u30e5\u30fc\u3084\u30c6\u30b9\u30c8\u3092\u539a\u304f\u3057\u3066\u4e8b\u6545\u3092\u9632\u304e\u307e\u3059\u3002<br>\u6c42\u8077\u8005\u304c\u30a4\u30e1\u30fc\u30b8\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u3001\u3069\u306e\u5de5\u7a0b\u3067\u4f55\u306b\u4f7f\u3046\u3068\u52b9\u679c\u304c\u51fa\u308b\u304b\u3001\u305d\u3057\u3066AI\u5c0e\u5165\u306b\u4f34\u3046\u30c7\u30fc\u30bf\u30fb\u904b\u7528\u306e\u4ed5\u4e8b\uff08MLOps\u7684\u8996\u70b9\uff09\u3082\u6574\u7406\u3057\u307e\u3059\u3002<br>\u300cAI\u3092\u4f7f\u3048\u308b\uff1d\u697d\u306b\u306a\u308b\u300d\u3067\u306f\u306a\u304f\u3001\u300cAI\u3092\u4f7f\u3046\u304b\u3089\u3053\u305d\u54c1\u8cea\u3068\u8cac\u4efb\u304c\u91cd\u8981\u306b\u306a\u308b\u300d\u3068\u7406\u89e3\u3057\u3066\u304a\u304f\u3068\u3001\u5165\u793e\u5f8c\u306e\u30ae\u30e3\u30c3\u30d7\u304c\u6e1b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-20\"  class=\"wp-block-heading jinr-heading d--bold\">\u8981\u4ef6\u5b9a\u7fa9\u301c\u8a2d\u8a08\u301c\u5b9f\u88c5\u301c\u30c6\u30b9\u30c8\uff1a\u751f\u6210AI\u3092\u3069\u3053\u3067\u4f7f\u3046\u3068\u52b9\u679c\u7684\u304b<\/h3>\n\n\n\n<p>\u751f\u6210AI\u304c\u7279\u306b\u52b9\u304f\u306e\u306f\u3001\u53e9\u304d\u53f0\u4f5c\u308a\u3068\u3001\u629c\u3051\u6f0f\u308c\u30c1\u30a7\u30c3\u30af\u3067\u3059\u3002<br>\u8981\u4ef6\u5b9a\u7fa9\u3067\u306f\u3001\u30d2\u30a2\u30ea\u30f3\u30b0\u5185\u5bb9\u304b\u3089\u30e6\u30fc\u30b6\u30fc\u30b9\u30c8\u30fc\u30ea\u30fc\u6848\u3084\u753b\u9762\u9077\u79fb\u6848\u3092\u4f5c\u3089\u305b\u3001\u6f0f\u308c\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002<br>\u8a2d\u8a08\u3067\u306f\u3001API\u8a2d\u8a08\u6848\u3001DB\u30b9\u30ad\u30fc\u30de\u6848\u3001\u4f8b\u5916\u30d1\u30bf\u30fc\u30f3\u306e\u5217\u6319\u306b\u4f7f\u3048\u307e\u3059\u3002<br>\u5b9f\u88c5\u3067\u306f\u3001\u96db\u5f62\u751f\u6210\u3001\u65e2\u5b58\u30b3\u30fc\u30c9\u306e\u8aac\u660e\u3001\u30ea\u30d5\u30a1\u30af\u30bf\u6848\u304c\u5f37\u3044\u3067\u3059\u3002<br>\u30c6\u30b9\u30c8\u3067\u306f\u3001\u30c6\u30b9\u30c8\u89b3\u70b9\u306e\u5217\u6319\u3084\u3001\u5883\u754c\u5024\u306e\u63d0\u6848\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002<br>\u305f\u3060\u3057\u6700\u7d42\u5224\u65ad\u306f\u4eba\u9593\u3067\u3001\u7279\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u6a29\u9650\u3001\u500b\u4eba\u60c5\u5831\u306e\u6271\u3044\u306fAI\u306e\u63d0\u6848\u3092\u9d5c\u5451\u307f\u306b\u3057\u306a\u3044\u904b\u7528\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n\n\n\n<ul 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d--bold\">\u30c1\u30fc\u30e0\u958b\u767a\u3067\u306e\u4f7f\u3044\u65b9\uff1a\u30ec\u30d3\u30e5\u30fc\u3001\u30bf\u30b9\u30af\u5206\u89e3\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u306e\u52b9\u7387\u5411\u4e0a<\/h3>\n\n\n\n<p>\u30c1\u30fc\u30e0\u958b\u767a\u3067\u306f\u3001AI\u306f\u500b\u4eba\u306e\u751f\u7523\u6027\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u308b\u7528\u9014\u3067\u52b9\u304d\u307e\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u30bf\u30b9\u30af\u3092\u5c0f\u3055\u304f\u5206\u89e3\u3057\u3066\u898b\u7a4d\u3082\u308a\u89b3\u70b9\u3092\u51fa\u3059\u3001PR\u30ec\u30d3\u30e5\u30fc\u306e\u89b3\u70b9\u3092\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u5316\u3059\u308b\u3001\u4ed5\u69d8\u5909\u66f4\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u6d17\u3044\u51fa\u3059\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6574\u3048\u308b\u3001\u306a\u3069\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u304c\u9762\u63a5\u3067\u8a55\u4fa1\u3055\u308c\u308b\u306e\u306f\u3001\u30b3\u30fc\u30c9\u91cf\u3088\u308a\u3082\u300c\u30c1\u30fc\u30e0\u3067\u4e8b\u6545\u3092\u6e1b\u3089\u3059\u52d5\u304d\u304c\u3067\u304d\u308b\u304b\u300d\u3067\u3059\u3002<br>AI\u3092\u4f7f\u3063\u3066\u8b70\u4e8b\u9332\u3084\u8a2d\u8a08\u30e1\u30e2\u3092\u6574\u3048\u3001\u30ec\u30d3\u30e5\u30fc\u3067\u6307\u6458\u3092\u6e1b\u3089\u3059\u5de5\u592b\u3092\u8a9e\u308c\u308b\u3068\u3001\u5b9f\u52d9\u9069\u6027\u304c\u4f1d\u308f\u308a\u307e\u3059\u3002<br>\u305f\u3060\u3057\u3001\u793e\u5916AI\u306b\u6a5f\u5bc6\u60c5\u5831\u3092\u5165\u308c\u306a\u3044\u3001\u51fa\u529b\u3092\u305d\u306e\u307e\u307e\u8cbc\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u30eb\u30fc\u30eb\u9075\u5b88\u3082\u30bb\u30c3\u30c8\u3067\u8a9e\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul 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d--bold\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u57fa\u790e\uff1a\u8a00\u8a9e\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30fbWeb\u958b\u767a\u306e\u6700\u77ed\u30eb\u30fc\u30c8<\/h3>\n\n\n\n<p>\u672a\u7d4c\u9a13\u306e\u6700\u77ed\u30eb\u30fc\u30c8\u306f\u3001Web\u958b\u767a\u3067\u300c\u5165\u529b\u2192\u4fdd\u5b58\u2192\u8868\u793a\u2192\u8a8d\u8a3c\u2192\u30c7\u30d7\u30ed\u30a4\u300d\u307e\u3067\u4e00\u901a\u308a\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002<br>\u8a00\u8a9e\u306f\u8ff7\u3044\u304c\u3061\u3067\u3059\u304c\u3001\u8ee2\u8077\u76ee\u7684\u306a\u3089\u6c42\u4eba\u304c\u591a\u3044\u9818\u57df\u306b\u5bc4\u305b\u308b\u306e\u304c\u5408\u7406\u7684\u3067\u3059\u3002<br>\u4f8b\u3068\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\u306fJavaScript\/TypeScript\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306fPython\uff08Django\/FastAPI\uff09\u304bJavaScript\uff08Node\uff09\u3092\u9078\u3076\u3068\u3001\u5b66\u7fd2\u8cc7\u7523\u304c\u591a\u304fAI\u3068\u3082\u76f8\u6027\u304c\u826f\u3044\u3067\u3059\u3002<br>\u91cd\u8981\u306a\u306e\u306f\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u65b9\u3060\u3051\u3067\u306a\u304f\u3001HTTP\u3001API\u3001DB\u3001\u8a8d\u8a3c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u57fa\u672c\u3092\u30bb\u30c3\u30c8\u3067\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br>AI\u306b\u983c\u3063\u3066\u3082\u3001\u3053\u308c\u3089\u306e\u57fa\u790e\u304c\u306a\u3044\u3068\u30c7\u30d0\u30c3\u30b0\u3067\u304d\u305a\u3001\u9762\u63a5\u3067\u8a70\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u6700\u521d\u306e\u30b4\u30fc\u30eb\uff1aCRUD\uff0b\u30ed\u30b0\u30a4\u30f3\uff0b\u7c21\u5358\u306a\u691c\u7d22\uff0b\u30c7\u30d7\u30ed\u30a4<\/li>\n\n\n\n<li>\u5b66\u3076\u9806\u756a\uff1aHTML\/CSS\u2192HTTP\u2192DB\u2192API\u2192\u8a8d\u8a3c\u2192\u30c6\u30b9\u30c8<\/li>\n\n\n\n<li>\u6bce\u9031\u306e\u6210\u679c\uff1a\u6a5f\u80fd\u30921\u3064\u8ffd\u52a0\u3057\u3001README\u3092\u66f4\u65b0\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-25\"  class=\"wp-block-heading jinr-heading d--bold\">AI\u306e\u57fa\u790e\u5b66\u7fd2\uff1a\u751f\u6210AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30fb\u7d71\u8a08\u5b66\u30fb\u6570\u5b66\u306e\u5fc5\u8981\u30ec\u30d9\u30eb<\/h3>\n\n\n\n<p>\u672a\u7d4c\u9a13\u304b\u3089\u306e\u8ee2\u8077\u3067\u3001\u6700\u521d\u304b\u3089\u9ad8\u5ea6\u306a\u6570\u5b66\u3084\u8ad6\u6587\u8aad\u89e3\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u305f\u3060\u3057AI\u3092\u4f7f\u3046\u306a\u3089\u3001\u9650\u754c\u3068\u30ea\u30b9\u30af\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u306f\u5fc5\u8981\u3067\u3059\u3002<br>\u751f\u6210AI\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3001\u51fa\u529b\u306e\u691c\u8a3c\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u6271\u3044\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u5b66\u7fd2\u3068\u8a55\u4fa1\u306e\u6d41\u308c\u3001\u904e\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u5206\u5272\u3001\u4ee3\u8868\u7684\u306a\u6307\u6a19\u3092\u62bc\u3055\u3048\u308c\u3070\u5341\u5206\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<br>\u7d71\u8a08\u3068\u6570\u5b66\u306f\u3001\u5e73\u5747\u30fb\u5206\u6563\u3001\u78ba\u7387\u306e\u76f4\u611f\u3001\u884c\u5217\u306e\u96f0\u56f2\u6c17\u304c\u5206\u304b\u308b\u7a0b\u5ea6\u304b\u3089\u59cb\u3081\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u6df1\u6398\u308a\u3059\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<br>\u8ee2\u8077\u3067\u306f\u300c\u7406\u89e3\u3057\u3066\u5b89\u5168\u306b\u4f7f\u3048\u308b\u300d\u3053\u3068\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5206\u91ce<\/th><th>\u672a\u7d4c\u9a13\u8ee2\u8077\u3067\u306e\u76ee\u5b89<\/th><th>\u3067\u304d\u308b\u3068\u5f37\u3044\u6210\u679c\u7269<\/th><\/tr><tr><td>\u751f\u6210AI<\/td><td>\u691c\u8a3c\u524d\u63d0\u3067\u4f7f\u3048\u308b\u3001\u60c5\u5831\u6f0f\u3048\u3044\u3092\u907f\u3051\u3089\u308c\u308b<\/td><td>AI\u88dc\u52a9\u3067\u4f5c\u3063\u305f\u30a2\u30d7\u30ea\uff0b\u30c6\u30b9\u30c8\uff0b\u5229\u7528\u30eb\u30fc\u30eb<\/td><\/tr><tr><td>\u6a5f\u68b0\u5b66\u7fd2<\/td><td>\u5b66\u7fd2\u2192\u8a55\u4fa1\u2192\u6539\u5584\u306e\u6d41\u308c\u3092\u8aac\u660e\u3067\u304d\u308b<\/td><td>\u8aa4\u308a\u5206\u6790\u4ed8\u304d\u306e\u5206\u985e\/\u56de\u5e30\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/td><\/tr><tr><td>\u7d71\u8a08\/\u6570\u5b66<\/td><td>\u6307\u6a19\u3068\u30c7\u30fc\u30bf\u306e\u898b\u65b9\u3092\u8aac\u660e\u3067\u304d\u308b<\/td><td>A\/B\u30c6\u30b9\u30c8\u98a8\u306e\u5206\u6790\u30ec\u30dd\u30fc\u30c8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-26\"  class=\"wp-block-heading jinr-heading d--bold\">\u74b0\u5883\u69cb\u7bc9\u3068\u624b\u3092\u52d5\u304b\u3059\uff1aPython\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5165\u9580\u5b9f\u884c\u30d7\u30e9\u30f3<\/h3>\n\n\n\n<p>\u5b66\u7fd2\u304c\u6b62\u307e\u308b\u6700\u5927\u306e\u539f\u56e0\u306f\u74b0\u5883\u69cb\u7bc9\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u3001\u6700\u521d\u304b\u3089\u5b8c\u74a7\u306a\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306b\u3053\u3060\u308f\u3089\u305a\u3001\u518d\u73fe\u6027\u306e\u3042\u308b\u5f62\u3067\u52d5\u304b\u3059\u3053\u3068\u3092\u512a\u5148\u3057\u307e\u3057\u3087\u3046\u3002<br>Python\u306a\u3089\u3001venv\/uv\/poetry\u306e\u3069\u308c\u304b\u3067\u4f9d\u5b58\u95a2\u4fc2\u3092\u56fa\u5b9a\u3057\u3001Jupyter\u3067\u8a66\u3057\u3001\u6700\u7d42\u7684\u306b\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3057\u3066GitHub\u306b\u4e0a\u3052\u308b\u6d41\u308c\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u2460CSV\u3092\u8aad\u3080\u3001\u2461\u6b20\u640d\u51e6\u7406\u3001\u2462\u96c6\u8a08\u3001\u2463\u53ef\u8996\u5316\u3001\u2464\u7c21\u5358\u306a\u30e2\u30c7\u30eb\u3001\u306e\u9806\u3067\u9032\u3081\u308b\u3068\u632b\u6298\u3057\u306b\u304f\u3044\u3067\u3059\u3002<br>\u751f\u6210AI\u306f\u3001\u30a8\u30e9\u30fc\u89e3\u6c7a\u306e\u76f8\u68d2\u3068\u3057\u3066\u4f7f\u3044\u3001\u89e3\u6c7a\u624b\u9806\u3092\u30e1\u30e2\u306b\u6b8b\u3059\u3068\u6b21\u306b\u6d3b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>Day1\uff1aPython\u74b0\u5883\uff0bpandas\u3067CSV\u8aad\u307f\u8fbc\u307f<\/li>\n\n\n\n<li>Day3\uff1a\u6b20\u640d\/\u5916\u308c\u5024\u51e6\u7406\uff0b\u53ef\u8996\u5316<\/li>\n\n\n\n<li>Day7\uff1ascikit-learn\u3067\u5b66\u7fd2\uff0b\u8a55\u4fa1<\/li>\n\n\n\n<li>Day14\uff1aFastAPI\u3067\u63a8\u8ad6API\u5316\uff0bDocker\u5316<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-27\"  class=\"wp-block-heading jinr-heading d--bold\">\u8cc7\u683c\u306f\u5fc5\u8981\uff1f\u53d6\u5f97\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u3001\u5c31\u8077\u3067\u52b9\u304f\u30b9\u30ad\u30eb\u8a3c\u660e\u306e\u8003\u3048\u65b9<\/h3>\n\n\n\n<p>\u8cc7\u683c\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u672a\u7d4c\u9a13\u8005\u306b\u3068\u3063\u3066\u306f\u300c\u6700\u4f4e\u9650\u306e\u57fa\u790e\u3092\u5b66\u3093\u3060\u8a3c\u62e0\u300d\u306b\u306a\u308a\u5f97\u307e\u3059\u3002<br>\u305f\u3060\u3057\u8cc7\u683c\u3060\u3051\u3067\u63a1\u7528\u304c\u6c7a\u307e\u308b\u3053\u3068\u306f\u5c11\u306a\u304f\u3001\u6700\u7d42\u7684\u306b\u306f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u9762\u63a5\u3067\u306e\u8aac\u660e\u529b\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u304a\u3059\u3059\u3081\u306e\u4f7f\u3044\u65b9\u306f\u3001\u8cc7\u683c\u3067\u5b66\u7fd2\u7bc4\u56f2\u3092\u56fa\u5b9a\u3057\u3064\u3064\u3001\u540c\u6642\u306b\u6210\u679c\u7269\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070AWS\u7cfb\u8cc7\u683c\u3092\u52c9\u5f37\u3057\u306a\u304c\u3089\u3001\u5b9f\u969b\u306bAWS\u3078\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u69cb\u6210\u56f3\u3092\u8f09\u305b\u308b\u3068\u3001\u8cc7\u683c\u304c\u201c\u5b9f\u88c5\u306e\u88cf\u4ed8\u3051\u201d\u306b\u306a\u308a\u307e\u3059\u3002<br>\u9006\u306b\u3001\u8cc7\u683c\u3060\u3051\u3067\u624b\u3092\u52d5\u304b\u3057\u3066\u3044\u306a\u3044\u3068\u8a55\u4fa1\u3055\u308c\u306b\u304f\u3044\u306e\u3067\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u8cc7\u683c\u306f\u300c\u5b66\u7fd2\u306e\u5730\u56f3\u300d\u3068\u3057\u3066\u4f7f\u3044\u3001\u6210\u679c\u7269\u3067\u8a3c\u660e\u3059\u308b<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u7cfb\u306f\u30c7\u30d7\u30ed\u30a4\u7d4c\u9a13\u3068\u30bb\u30c3\u30c8\u3067\u5f37\u304f\u306a\u308b<\/li>\n\n\n\n<li>AI\u7cfb\u306f\u8a55\u4fa1\u6307\u6a19\u3084\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3092\u8aac\u660e\u3067\u304d\u308b\u3068\u5dee\u304c\u3064\u304f<\/li>\n<\/ul>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/certification\/it-certifications-for-beginners\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/it-certifications-for-beginners-e1762406043359-320x180.png\" alt=\"\u672a\u7d4c\u9a13\u8005\u5fc5\u898b\uff01\u63a1\u7528\u3092\u52dd\u3061\u53d6\u308bIT\u8cc7\u683c\u5fb9\u5e95\u89e3\u8aac\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u672a\u7d4c\u9a13\u8005\u5fc5\u898b\uff01\u63a1\u7528\u3092\u52dd\u3061\u53d6\u308bIT\u8cc7\u683c\u5fb9\u5e95\u89e3\u8aac<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-28\"  class=\"wp-block-heading jinr-heading d--bold\">\u5e74\u53ce\u306f\u4e0a\u304c\u308b\uff1fAI\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u5e73\u5747\u30fb\u5e02\u5834\u4fa1\u5024\u306e\u6c7a\u307e\u308a\u65b9<\/h2>\n\n\n\n<p>AI\u6642\u4ee3\u306f\u3001\u5e74\u53ce\u304c\u4e00\u5f8b\u306b\u4e0a\u304c\u308b\u308f\u3051\u3067\u3082\u4e0b\u304c\u308b\u308f\u3051\u3067\u3082\u306a\u304f\u3001\u30b9\u30ad\u30eb\u306e\u5dee\u304c\u5e83\u304c\u308a\u3084\u3059\u3044\u69cb\u9020\u3067\u3059\u3002<br>\u5358\u7d14\u5b9f\u88c5\u3060\u3051\u3060\u3068\u5358\u4fa1\u304c\u4e0b\u304c\u308a\u3084\u3059\u3044\u4e00\u65b9\u3001\u8a2d\u8a08\u30fb\u6539\u5584\u30fb\u904b\u7528\u30fb\u30c7\u30fc\u30bf\u6d3b\u7528\u307e\u3067\u62c5\u3048\u308b\u4eba\u306f\u3001AI\u3067\u751f\u7523\u6027\u304c\u4e0a\u304c\u308b\u307b\u3069\u4fa1\u5024\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<br>\u6c42\u8077\u8005\u304c\u62bc\u3055\u3048\u308b\u3079\u304d\u306f\u300c\u5e73\u5747\u5e74\u53ce\u300d\u3088\u308a\u3082\u3001\u5e02\u5834\u4fa1\u5024\u304c\u3069\u3046\u6c7a\u307e\u308b\u304b\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u6271\u3048\u308b\u9818\u57df\u306e\u5e83\u3055\uff08Web\/\u30af\u30e9\u30a6\u30c9\/\u30c7\u30fc\u30bf\uff09\u3001\u8cac\u4efb\u7bc4\u56f2\uff08\u8a2d\u8a08\u30fb\u54c1\u8cea\u30fb\u904b\u7528\uff09\u3001\u6210\u679c\u306e\u518d\u73fe\u6027\uff08\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3084\u5b9f\u7e3e\uff09\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002<br>\u3053\u3053\u3067\u306f\u4f38\u3073\u308b\u4eba\u306e\u5171\u901a\u70b9\u3001\u8077\u7a2e\u5225\u306e\u76f8\u5834\u611f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u8003\u3048\u65b9\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-29\"  class=\"wp-block-heading jinr-heading d--bold\">\u5e74\u53ce\u304c\u4f38\u3073\u308b\u4eba\u306e\u5171\u901a\u70b9\uff1a\u5c02\u9580\u6027\u3001\u8a2d\u8a08\u529b\u3001\u6539\u5584\u529b\u3001AI\u6d3b\u7528\u529b<\/h3>\n\n\n\n<p>\u5e74\u53ce\u304c\u4f38\u3073\u308b\u4eba\u306f\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u901f\u3055\u3088\u308a\u300c\u6210\u679c\u3092\u5b89\u5b9a\u3057\u3066\u51fa\u3059\u4ed5\u7d44\u307f\u300d\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u8a2d\u8a08\u3067\u624b\u623b\u308a\u3092\u6e1b\u3089\u3057\u3001\u30c6\u30b9\u30c8\u3068\u76e3\u8996\u3067\u969c\u5bb3\u3092\u6e1b\u3089\u3057\u3001\u6539\u5584\u3067KPI\u3092\u4e0a\u3052\u308b\u4eba\u3067\u3059\u3002<br>AI\u6d3b\u7528\u529b\u306f\u3001\u305d\u306e\u4e0a\u306b\u4e57\u308b\u52a0\u901f\u88c5\u7f6e\u3067\u3001\u53e9\u304d\u53f0\u4f5c\u6210\u3084\u8abf\u67fb\u3092\u9ad8\u901f\u5316\u3057\u3064\u3064\u3001\u691c\u8a3c\u3067\u54c1\u8cea\u3092\u62c5\u4fdd\u3067\u304d\u308b\u4eba\u304c\u5f37\u3044\u3067\u3059\u3002<br>\u672a\u7d4c\u9a13\u304b\u3089\u3067\u3082\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u8a2d\u8a08\u610f\u56f3\u3001\u30c6\u30b9\u30c8\u3001\u904b\u7528\u60f3\u5b9a\u3001\u6539\u5584\u30ed\u30b0\u3092\u898b\u305b\u3089\u308c\u308c\u3070\u3001\u4f38\u3073\u308b\u4eba\u6750\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br>\u9006\u306b\u300cAI\u3067\u4f5c\u308a\u307e\u3057\u305f\u3001\u52d5\u304d\u307e\u3059\u300d\u3060\u3051\u3060\u3068\u3001\u518d\u73fe\u6027\u304c\u306a\u304f\u8a55\u4fa1\u304c\u4f38\u3073\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u5c02\u9580\u6027\uff1a\u7279\u5b9a\u9818\u57df\uff08\u4f8b\uff1a\u30af\u30e9\u30a6\u30c9\u3001\u30c7\u30fc\u30bf\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff09\u3092\u6301\u3064<\/li>\n\n\n\n<li>\u8a2d\u8a08\u529b\uff1a\u5909\u66f4\u306b\u5f37\u3044\u69cb\u9020\u3092\u4f5c\u308c\u308b<\/li>\n\n\n\n<li>\u6539\u5584\u529b\uff1a\u8a08\u6e2c\u2192\u4eee\u8aac\u2192\u5b9f\u88c5\u2192\u691c\u8a3c\u306e\u30b5\u30a4\u30af\u30eb\u3092\u56de\u305b\u308b<\/li>\n\n\n\n<li>AI\u6d3b\u7528\u529b\uff1a\u751f\u6210\u7269\u3092\u691c\u8a3c\u3057\u3001\u54c1\u8cea\u3092\u4e0a\u3052\u308b\u904b\u7528\u304c\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-30\"  class=\"wp-block-heading jinr-heading d--bold\">\u8077\u7a2e\u5225\u306e\u76f8\u5834\uff1a\u30d7\u30ed\u30b0\u30e9\u30de\uff0f\u30a8\u30f3\u30b8\u30cb\u30a2\uff0fAI\u30a8\u30f3\u30b8\u30cb\u30a2\uff0f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/h3>\n\n\n\n<p>\u76f8\u5834\u306f\u5730\u57df\u30fb\u4f01\u696d\u898f\u6a21\u30fb\u7d4c\u9a13\u3067\u5927\u304d\u304f\u5909\u308f\u308b\u305f\u3081\u3001\u3053\u3053\u3067\u306f\u300c\u5e02\u5834\u3067\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u8981\u7d20\u300d\u3092\u8077\u7a2e\u5225\u306b\u6574\u7406\u3057\u307e\u3059\u3002<br>\u30d7\u30ed\u30b0\u30e9\u30de\u306f\u5b9f\u88c5\u4e2d\u5fc3\u3067\u3001AI\u306b\u3088\u308a\u5358\u7d14\u5b9f\u88c5\u306e\u4fa1\u5024\u304c\u4e0b\u304c\u308a\u3084\u3059\u3044\u306e\u3067\u3001\u65e9\u3081\u306b\u8a2d\u8a08\u30fb\u30c6\u30b9\u30c8\u3078\u5e83\u3052\u308b\u306e\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u30a8\u30f3\u30b8\u30cb\u30a2\uff08Web\/\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u7b49\uff09\u306f\u3001\u904b\u7528\u3084\u6539\u5584\u307e\u3067\u62c5\u3048\u308b\u3068\u8a55\u4fa1\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<br>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u30c7\u30fc\u30bf\u3068\u904b\u7528\u304c\u3067\u304d\u308b\u4eba\u304c\u5f37\u304f\u3001\u672a\u7d4c\u9a13\u8005\u306f\u201cAI\u6d3b\u7528\u958b\u767a\u201d\u304b\u3089\u5165\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u5206\u6790\u529b\u306b\u52a0\u3048\u3066\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u306e\u8a00\u8a9e\u5316\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u8077\u7a2e<\/th><th>\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u30b9\u30ad\u30eb<\/th><th>\u672a\u7d4c\u9a13\u8005\u306e\u5165\u308a\u53e3<\/th><\/tr><tr><td>\u30d7\u30ed\u30b0\u30e9\u30de<\/td><td>\u5b9f\u88c5\uff0b\u30c6\u30b9\u30c8\uff0b\u57fa\u672c\u8a2d\u8a08<\/td><td>CRUD\u30a2\u30d7\u30ea\uff0b\u30c6\u30b9\u30c8\uff0b\u30c7\u30d7\u30ed\u30a4<\/td><\/tr><tr><td>Web\/\u30d0\u30c3\u30af\u30a8\u30f3\u30c9<\/td><td>\u8a2d\u8a08\u3001DB\u3001\u904b\u7528\u3001\u6539\u5584<\/td><td>API\uff0bDB\uff0b\u8a8d\u8a3c\uff0b\u76e3\u8996\u306e\u30df\u30cb\u69cb\u6210<\/td><\/tr><tr><td>AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u8a55\u4fa1\u3001\u63a8\u8ad6\u904b\u7528<\/td><td>\u5206\u6790\u2192\u5b66\u7fd2\u2192\u63a8\u8ad6API\u2192\u30ed\u30b0\u4fdd\u5b58<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/td><td>\u8ab2\u984c\u8a2d\u5b9a\u3001\u6307\u6a19\u8a2d\u8a08\u3001\u5206\u6790\u8aac\u660e<\/td><td>\u8aa4\u308a\u5206\u6790\u4ed8\u304d\u30ec\u30dd\u30fc\u30c8\uff0b\u518d\u73fe\u30b3\u30fc\u30c9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"rtoc-31\"  class=\"wp-block-heading jinr-heading d--bold\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u53ef\u80fd\u6027\uff1a\u6848\u4ef6\u30fb\u5358\u4fa1\u30fb\u652f\u63f4\u30c4\u30fc\u30eb\u3067\u5dee\u304c\u3064\u304f\u30dd\u30a4\u30f3\u30c8<\/h3>\n\n\n\n<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306fAI\u6642\u4ee3\u306b\u30c1\u30e3\u30f3\u30b9\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u672a\u7d4c\u9a13\u304b\u3089\u3044\u304d\u306a\u308a\u306f\u96e3\u6613\u5ea6\u304c\u9ad8\u3044\u3067\u3059\u3002<br>\u7406\u7531\u306f\u3001\u6210\u679c\u8cac\u4efb\u304c\u91cd\u304f\u3001\u8981\u4ef6\u306e\u66d6\u6627\u3055\u3092\u81ea\u5206\u3067\u6f70\u3059\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<br>\u4e00\u65b9\u3067\u3001AI\u652f\u63f4\u30c4\u30fc\u30eb\u306b\u3088\u308a\u958b\u767a\u901f\u5ea6\u304c\u4e0a\u304c\u308b\u305f\u3081\u3001\u8a2d\u8a08\u3068\u54c1\u8cea\u3092\u62c5\u4fdd\u3067\u304d\u308b\u4eba\u306f\u5358\u4fa1\u3092\u4e0a\u3052\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br>\u6848\u4ef6\u7372\u5f97\u3067\u306f\u3001Web\u958b\u767a\uff0b\u30af\u30e9\u30a6\u30c9\uff0bDB\uff0b\u30c6\u30b9\u30c8\u306e\u30bb\u30c3\u30c8\u304c\u5f37\u304f\u3001AI\u306f\u201c\u7d0d\u671f\u77ed\u7e2e\u3068\u54c1\u8cea\u5411\u4e0a\u306e\u624b\u6bb5\u201d\u3068\u3057\u3066\u8a9e\u308c\u308b\u3068\u6709\u5229\u3067\u3059\u3002<br>\u307e\u305a\u306f\u4f1a\u793e\u54e1\u3067\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u307f\u30012\u301c3\u5e74\u3067\u72ec\u7acb\u3092\u691c\u8a0e\u3059\u308b\u306e\u304c\u73fe\u5b9f\u7684\u306a\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u5358\u4fa1\u304c\u4e0a\u304c\u308b\u306e\u306f\u300c\u8a2d\u8a08\u301c\u904b\u7528\u307e\u3067\u4efb\u305b\u3089\u308c\u308b\u300d\u9818\u57df<\/li>\n\n\n\n<li>AI\u306f\u5dee\u5225\u5316\u8981\u7d20\u3060\u304c\u3001\u54c1\u8cea\u4fdd\u8a3c\u304c\u3067\u304d\u306a\u3044\u3068\u9006\u306b\u5371\u967a<\/li>\n\n\n\n<li>\u72ec\u7acb\u524d\u306b\u3001\u8981\u4ef6\u8abf\u6574\u30fb\u898b\u7a4d\u3082\u308a\u30fb\u969c\u5bb3\u5bfe\u5fdc\u306e\u7d4c\u9a13\u3092\u7a4d\u3080<\/li>\n<\/ul>\n\n\n\n<h2 id=\"rtoc-32\"  class=\"wp-block-heading jinr-heading d--bold\">\u8ee2\u8077\u30fb\u5c31\u8077\u3067\u52dd\u3064\uff1aAI\u6642\u4ee3\u306e\u6c42\u4eba\u306e\u898b\u65b9\u3068\u8077\u696d\u9078\u629e<\/h2>\n\n\n\n<p>AI\u6642\u4ee3\u306e\u8ee2\u8077\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u6c42\u4eba\u7968\u306e\u201c\u8a00\u8449\u201d\u3092\u305d\u306e\u307e\u307e\u4fe1\u3058\u305a\u3001\u5b9f\u969b\u306b\u3069\u306e\u5de5\u7a0b\u3092\u7d4c\u9a13\u3067\u304d\u308b\u304b\u3092\u898b\u629c\u304f\u3053\u3068\u3067\u3059\u3002<br>\u300cAI\u6d3b\u7528\u300d\u300cDX\u300d\u306a\u3069\u306e\u6d41\u884c\u8a9e\u304c\u3042\u3063\u3066\u3082\u3001\u5b9f\u614b\u304c\u5358\u7d14\u306a\u4fdd\u5b88\u3060\u3051\u306e\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u7279\u306b\u3001\u6210\u9577\u3067\u304d\u308b\u74b0\u5883\uff08\u30ec\u30d3\u30e5\u30fc\u6587\u5316\u3001\u30c6\u30b9\u30c8\u3001\u30af\u30e9\u30a6\u30c9\u3001\u8a2d\u8a08\u306b\u89e6\u308c\u3089\u308c\u308b\u304b\uff09\u3092\u512a\u5148\u3059\u308b\u3068\u3001\u5165\u793e\u5f8c\u306b\u5e02\u5834\u4fa1\u5024\u304c\u4f38\u3073\u307e\u3059\u3002<br>\u3053\u3053\u3067\u306f\u3001\u6c42\u4eba\u7968\u3067\u898b\u308b\u3079\u304d\u30ad\u30fc\u30ef\u30fc\u30c9\u3001\u8ee2\u8077\u6d3b\u52d5\u306e\u6226\u7565\u3001\u9762\u63a5\u3067\u523a\u3055\u308b\u5b9f\u7e3e\u306e\u4f5c\u308a\u65b9\u3092\u3001\u6c42\u8077\u8005\u5411\u3051\u306b\u5177\u4f53\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-33\"  class=\"wp-block-heading jinr-heading d--bold\">\u6c42\u4eba\u7968\u3067\u898b\u308b\u3079\u304d\u30ad\u30fc\u30ef\u30fc\u30c9\uff1a\u751f\u6210AI\u5bfe\u5fdc\u3001Python\u3001AWS\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c6\u30b9\u30c8<\/h3>\n\n\n\n<p>\u6c42\u4eba\u7968\u3067\u306f\u3001\u6280\u8853\u540d\u305d\u306e\u3082\u306e\u3088\u308a\u300c\u3069\u306e\u5de5\u7a0b\u3092\u4efb\u305b\u308b\u304b\u300d\u300c\u54c1\u8cea\u3092\u3069\u3046\u62c5\u4fdd\u3059\u308b\u304b\u300d\u3092\u8aad\u307f\u53d6\u308b\u306e\u304c\u30b3\u30c4\u3067\u3059\u3002<br>\u751f\u6210AI\u5bfe\u5fdc\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u793e\u5185\u30eb\u30fc\u30eb\uff08\u6a5f\u5bc6\u60c5\u5831\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u691c\u8a3c\uff09\u304c\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u6210\u719f\u5ea6\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br>Python\u306fAI\/\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304fWeb\u3067\u3082\u4f7f\u3048\u308b\u305f\u3081\u6c4e\u7528\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<br>AWS\u306f\u904b\u7528\u30fb\u81ea\u52d5\u5316\u30fb\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306b\u7e4b\u304c\u308a\u3001\u7d4c\u9a13\u304c\u7a4d\u3081\u308b\u3068\u8ee2\u8077\u3067\u5f37\u3044\u3067\u3059\u3002<br>DB\u3068\u30c6\u30b9\u30c8\u304c\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u6c42\u4eba\u306f\u3001\u54c1\u8cea\u6587\u5316\u304c\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u3001\u672a\u7d4c\u9a13\u8005\u306e\u6210\u9577\u306b\u5411\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u300c\u30c6\u30b9\u30c8\u300d\u300cCI\/CD\u300d\u300c\u30ec\u30d3\u30e5\u30fc\u300d\u304c\u3042\u308b\u304b<\/li>\n\n\n\n<li>\u300cAWS\u300d\u300cDocker\u300d\u300cIaC\u300d\u306a\u3069\u904b\u7528\u5bc4\u308a\u306e\u7d4c\u9a13\u304c\u7a4d\u3081\u308b\u304b<\/li>\n\n\n\n<li>\u300c\u8981\u4ef6\u5b9a\u7fa9\u300d\u300c\u57fa\u672c\u8a2d\u8a08\u300d\u306a\u3069\u4e0a\u6d41\u306b\u89e6\u308c\u3089\u308c\u308b\u304b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-34\"  class=\"wp-block-heading jinr-heading d--bold\">\u8ee2\u8077\u6d3b\u52d5\u306e\u6226\u7565\uff1a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6d3b\u7528\u3068\u3001\u7d4c\u9a13\u304c\u6d45\u3044\u4eba\u306e\u8077\u7a2e\u9078\u3073<\/h3>\n\n\n\n<p>\u7d4c\u9a13\u304c\u6d45\u3044\u4eba\u307b\u3069\u3001\u5fdc\u52df\u306e\u6253\u3061\u624b\u3092\u5897\u3084\u3057\u3064\u3064\u3001\u8077\u7a2e\u306e\u9078\u3073\u65b9\u3067\u52dd\u7387\u3092\u4e0a\u3052\u308b\u306e\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u66f8\u985e\u306e\u901a\u3057\u65b9\u3084\u4f01\u696d\u3054\u3068\u306e\u9762\u63a5\u50be\u5411\u3092\u6559\u3048\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u672a\u7d4c\u9a13\u8005\u306b\u306f\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<br>\u305f\u3060\u3057\u3001\u5e0c\u671b\u3068\u9055\u3046\u6c42\u4eba\u3092\u52e7\u3081\u3089\u308c\u308b\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u3001\u8b72\u308c\u306a\u3044\u6761\u4ef6\uff08\u4f8b\uff1a\u30c6\u30b9\u30c8\u6587\u5316\u3001\u30af\u30e9\u30a6\u30c9\u7d4c\u9a13\u3001\u958b\u767a\u5de5\u7a0b\uff09\u3092\u5148\u306b\u6c7a\u3081\u307e\u3057\u3087\u3046\u3002<br>\u8077\u7a2e\u306f\u3001\u3044\u304d\u306a\u308aAI\u7814\u7a76\u8077\u3092\u72d9\u3046\u3088\u308a\u3001Web\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u5bc4\u308aWeb\u306a\u3069\u201c\u5b9f\u88c5\u3068\u904b\u7528\u304c\u3042\u308b\u5165\u53e3\u201d\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<br>\u5165\u793e\u5f8c\u306bAI\u9818\u57df\u3078\u5e83\u3052\u308b\u65b9\u304c\u3001\u7d50\u679c\u7684\u306b\u8fd1\u9053\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u672a\u7d4c\u9a13\u306f\u300c\u6210\u9577\u74b0\u5883\u300d\u3092\u6700\u512a\u5148\u306b\u3059\u308b\uff08\u30ec\u30d3\u30e5\u30fc\u3001\u30c6\u30b9\u30c8\u3001\u8a2d\u8a08\uff09<\/li>\n\n\n\n<li>\u5fdc\u52df\u306f\u91cf\u3082\u5fc5\u8981\u3060\u304c\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u8cea\u3067\u901a\u904e\u7387\u304c\u5909\u308f\u308b<\/li>\n\n\n\n<li>\u5165\u53e3\u306fWeb\/\u30af\u30e9\u30a6\u30c9\u5bc4\u308a\u306b\u3057\u3066\u3001AI\u306f\u62e1\u5f35\u3067\u72d9\u3046<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-35\"  class=\"wp-block-heading jinr-heading d--bold\">\u9762\u63a5\u3067\u523a\u3055\u308b\u5b9f\u7e3e\uff1aAI\u3067\u4f55\u3092\u4f5c\u6210\u3057\u3001\u3069\u3046\u52b9\u7387\u5316\u30fb\u7cbe\u5ea6\u6539\u5584\u3057\u305f\u304b<\/h3>\n\n\n\n<p>\u9762\u63a5\u3067\u523a\u3055\u308b\u306e\u306f\u300cAI\u3092\u4f7f\u3044\u307e\u3057\u305f\u300d\u3067\u306f\u306a\u304f\u3001AI\u3067\u4f55\u3092\u4f5c\u308a\u3001\u3069\u3046\u691c\u8a3c\u3057\u3001\u3069\u3093\u306a\u6539\u5584\u304c\u51fa\u305f\u304b\u306e\u30b9\u30c8\u30fc\u30ea\u30fc\u3067\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001AI\u3067API\u96db\u5f62\u3092\u4f5c\u3063\u3066\u958b\u767a\u6642\u9593\u3092\u77ed\u7e2e\u3057\u305f\u3001\u30c6\u30b9\u30c8\u89b3\u70b9\u3092AI\u306b\u51fa\u3055\u305b\u3066\u30d0\u30b0\u3092\u4e8b\u524d\u306b\u6f70\u3057\u305f\u3001\u30ed\u30b0\u8a2d\u8a08\u3092\u6574\u3048\u3066\u969c\u5bb3\u8abf\u67fb\u6642\u9593\u3092\u6e1b\u3089\u3057\u305f\u3001\u306a\u3069\u306f\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u3067\u3059\u3002<br>\u91cd\u8981\u306a\u306e\u306f\u3001AI\u306e\u51fa\u529b\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u30c6\u30b9\u30c8\u3084\u30ec\u30d3\u30e5\u30fc\u3067\u54c1\u8cea\u3092\u62c5\u4fdd\u3057\u305f\u70b9\u3092\u8a9e\u308b\u3053\u3068\u3067\u3059\u3002<br>\u307e\u305f\u3001\u6570\u5024\u304c\u51fa\u305b\u308b\u3068\u5f37\u3044\u306e\u3067\u3001\u4f5c\u696d\u6642\u9593\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u6570\u3001\u30d0\u30b0\u4ef6\u6570\u306a\u3069\u3092\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u4f5c\u3063\u305f\u3082\u306e\uff1a\u76ee\u7684\u3001\u30e6\u30fc\u30b6\u30fc\u3001\u4e3b\u8981\u6a5f\u80fd\u309230\u79d2\u3067\u8aac\u660e<\/li>\n\n\n\n<li>AI\u6d3b\u7528\uff1a\u3069\u306e\u5de5\u7a0b\u3067\u4f7f\u3044\u3001\u3069\u3053\u3092\u4eba\u9593\u304c\u691c\u8a3c\u3057\u305f\u304b<\/li>\n\n\n\n<li>\u6539\u5584\uff1a\u901f\u5ea6\/\u54c1\u8cea\/\u4fdd\u5b88\u6027\u306e\u3069\u308c\u304c\u4e0a\u304c\u3063\u305f\u304b\u3092\u5177\u4f53\u5316<\/li>\n<\/ul>\n\n\n\n<h2 id=\"rtoc-36\"  class=\"wp-block-heading jinr-heading d--bold\">\u3088\u304f\u3042\u308b\u8cea\u554f\uff08Q&amp;A\uff09\uff1a\u77e5\u6075\u888b\u30fb\u306a\u3093J\u3067\u591a\u3044\u4e0d\u5b89\u306b\u56de\u7b54<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u77e5\u6075\u888b\u3084\u306a\u3093J\u3067\u3088\u304f\u898b\u308b\u4e0d\u5b89\u3092\u3001\u8ee2\u8077\u5e0c\u671b\u8005\u5411\u3051\u306b\u73fe\u5b9f\u7684\u306b\u6574\u7406\u3057\u307e\u3059\u3002<br>\u4e0d\u5b89\u306f\u653e\u7f6e\u3059\u308b\u3068\u5b66\u7fd2\u304c\u6b62\u307e\u308a\u307e\u3059\u304c\u3001\u8ad6\u70b9\u3092\u5206\u89e3\u3059\u308b\u3068\u5bfe\u7b56\u304c\u898b\u3048\u307e\u3059\u3002<br>\u3053\u3053\u3067\u306f\u300c\u672c\u5f53\u306b\u4e0d\u8981\u306b\u306a\u308b\u306e\u304b\u300d\u300cAI\u30b3\u30fc\u30c9\u306e\u5b89\u5168\u6027\u300d\u300c\u8a00\u8a9e\u9078\u3073\u300d\u300c\u672a\u7d4c\u9a13\u3067\u3082\u9593\u306b\u5408\u3046\u304b\u300d\u3092\u3001\u884c\u52d5\u306b\u7e4b\u304c\u308b\u5f62\u3067\u56de\u7b54\u3057\u307e\u3059\u3002<br>\u7d50\u5c40\u306e\u3068\u3053\u308d\u3001AI\u6642\u4ee3\u306f\u201c\u5b66\u3076\u5185\u5bb9\u201d\u304c\u5909\u308f\u308b\u3060\u3051\u3067\u3001\u9700\u8981\u304c\u30bc\u30ed\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u4e0d\u5b89\u3092\u611f\u3058\u305f\u3089\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u30921\u3064\u5b8c\u6210\u3055\u305b\u308b\u3053\u3068\u304c\u6700\u77ed\u306e\u89e3\u6c7a\u7b56\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-37\"  class=\"wp-block-heading jinr-heading d--bold\">Q. \u3053\u308c\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306f\u672c\u5f53\u306b\u4e0d\u8981\u306b\u306a\u308b\uff1f<\/h3>\n\n\n\n<p>\u4e0d\u8981\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u306e\u306f\u300c\u4ed5\u69d8\u304c\u56fa\u307e\u3063\u305f\u5b9a\u578b\u5b9f\u88c5\u3060\u3051\u3092\u3084\u308b\u4eba\u300d\u3067\u3059\u3002<br>\u4e00\u65b9\u3067\u3001\u8981\u4ef6\u6574\u7406\u3001\u8a2d\u8a08\u3001\u54c1\u8cea\u4fdd\u8a3c\u3001\u904b\u7528\u6539\u5584\u307e\u3067\u542b\u3081\u3066\u4fa1\u5024\u3092\u51fa\u3059\u4eba\u306f\u3001AI\u3067\u751f\u7523\u6027\u304c\u4e0a\u304c\u308b\u307b\u3069\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u4f01\u696d\u306f\u201c\u4f5c\u308b\u91cf\u201d\u304c\u5897\u3048\u308b\u3068\u3001\u3080\u3057\u308d\u6539\u5584\u3084\u904b\u7528\u306e\u4ed5\u4e8b\u3082\u5897\u3048\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u306f\u3001\u6700\u521d\u304b\u3089\u4e0a\u6d41\u7d4c\u9a13\u306f\u306a\u304f\u3066\u3082\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u8981\u4ef6\u2192\u8a2d\u8a08\u2192\u30c6\u30b9\u30c8\u2192\u904b\u7528\u60f3\u5b9a\u307e\u3067\u898b\u305b\u308c\u3070\u3001\u4e0d\u8981\u8ad6\u306e\u5916\u5074\u306b\u51fa\u3089\u308c\u307e\u3059\u3002<br>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u4ed5\u4e8b\u306f\u6e1b\u308b\u90e8\u5206\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u5f79\u5272\u304c\u5909\u308f\u308b\u306e\u3067\u3001\u5b66\u3073\u65b9\u3092\u5909\u3048\u308c\u3070\u9593\u306b\u5408\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-38\"  class=\"wp-block-heading jinr-heading d--bold\">Q. \u751f\u6210AI\u304c\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306f\u5b89\u5168\uff1f\u4fee\u6b63\u30fb\u30c6\u30b9\u30c8\u306f\u8ab0\u304c\u3084\u308b\uff1f<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306e\u30b3\u30fc\u30c9\u306f\u3001\u305d\u306e\u307e\u307e\u3060\u3068\u5b89\u5168\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002<br>\u8106\u5f31\u306a\u5b9f\u88c5\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u4e0d\u660e\u306e\u65ad\u7247\u3001\u5883\u754c\u6761\u4ef6\u306e\u6f0f\u308c\u304c\u6df7\u3056\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4fee\u6b63\u3068\u30c6\u30b9\u30c8\u306e\u8cac\u4efb\u306f\u3001\u6700\u7d42\u7684\u306b\u958b\u767a\u8005\uff08\u3042\u306a\u305f\uff09\u3068\u30c1\u30fc\u30e0\u304c\u6301\u3061\u307e\u3059\u3002<br>\u3060\u304b\u3089\u3053\u305d\u3001\u30c6\u30b9\u30c8\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u9759\u7684\u89e3\u6790\u3001\u4f9d\u5b58\u95a2\u4fc2\u7ba1\u7406\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u672a\u7d4c\u9a13\u8005\u3067\u3082\u3001\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3092\u7528\u610f\u3057\u3001\u5165\u529b\u691c\u8a3c\u3084\u6a29\u9650\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3001README\u306b\u5b89\u5168\u9762\u306e\u914d\u616e\u3092\u66f8\u304f\u3060\u3051\u3067\u4fe1\u983c\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<br>AI\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u54c1\u8cea\u4fdd\u8a3c\u3092\u653e\u68c4\u3059\u308b\u514d\u7f6a\u7b26\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-39\"  class=\"wp-block-heading jinr-heading d--bold\">Q. AI\u306b\u5f37\u3044\u8a00\u8a9e\u306f\uff1fPython\u3060\u3051\u3067\u3044\u3044\uff1f<\/h3>\n\n\n\n<p>AI\u5468\u8fba\uff08\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\uff09\u3067\u306fPython\u304c\u5f37\u3044\u306e\u306f\u4e8b\u5b9f\u3067\u3059\u3002<br>\u305f\u3060\u3057\u8ee2\u8077\u3067\u300cPython\u3060\u3051\u3067\u3044\u3044\u304b\u300d\u306f\u3001\u76ee\u6307\u3059\u8077\u7a2e\u6b21\u7b2c\u3067\u3059\u3002<br>Web\u958b\u767a\u306a\u3089JavaScript\/TypeScript\u306e\u9700\u8981\u3082\u5927\u304d\u304f\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306fJava\u3001Go\u3001PHP\u306a\u3069\u3082\u6c42\u4eba\u304c\u591a\u3044\u3067\u3059\u3002<br>\u304a\u3059\u3059\u3081\u306f\u3001\u307e\u305aWeb\u3067\u5c31\u8077\u3057\u3084\u3059\u3044\u30b9\u30bf\u30c3\u30af\u3092\u4f5c\u308a\u3064\u3064\u3001Python\u3067\u30c7\u30fc\u30bf\u51e6\u7406\u3084AI\u6d3b\u7528\u3082\u3067\u304d\u308b\u72b6\u614b\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br>\u3064\u307e\u308a\u201cPython\u4e00\u672c\u201d\u306b\u8ced\u3051\u308b\u3088\u308a\u3001Web\u00d7Python\u306e\u4e8c\u5200\u6d41\u304c\u8ee2\u8077\u3067\u306f\u5f37\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-40\"  class=\"wp-block-heading jinr-heading d--bold\">Q. 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id=\"rtoc-41\"  class=\"wp-block-heading jinr-heading d--bold\">\u307e\u3068\u3081\uff1aAI\u6642\u4ee3\u306b\u6d3b\u8e8d\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u306a\u308b\u305f\u3081\u306e\u6700\u7d42\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/h2>\n\n\n\n<p>AI\u6642\u4ee3\u306e\u751f\u304d\u6b8b\u308a\u306f\u3001\u624d\u80fd\u3088\u308a\u3082\u6226\u7565\u3068\u5b9f\u884c\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002<br>\u4e0d\u5b89\u306e\u591a\u304f\u306f\u300c\u4f55\u3092\u3059\u308c\u3070\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3053\u3068\u304b\u3089\u751f\u307e\u308c\u308b\u306e\u3067\u300114STEP\u3092\u512a\u5148\u9806\u4f4d\u3067\u56de\u3057\u30013\u304b\u6708\u30fb6\u304b\u6708\u30fb1\u5e74\u306e\u76ee\u6a19\u306b\u843d\u3068\u3057\u307e\u3057\u3087\u3046\u3002<br>\u7279\u306b\u672a\u7d4c\u9a13\u8005\u306f\u3001\u5b66\u7fd2\u91cf\u3088\u308a\u201c\u5b8c\u6210\u54c1\u201d\u304c\u91cd\u8981\u3067\u3059\u3002<br>AI\u3092\u4f7f\u3063\u3066\u901f\u304f\u4f5c\u308a\u3001\u30c6\u30b9\u30c8\u3067\u54c1\u8cea\u3092\u62c5\u4fdd\u3057\u3001GitHub\u3067\u8a3c\u660e\u3059\u308b\u3002<br>\u3053\u306e\u6d41\u308c\u304c\u3067\u304d\u308c\u3070\u3001\u4e0d\u8981\u8ad6\u306b\u632f\u308a\u56de\u3055\u308c\u305a\u3001\u6c42\u4eba\u5e02\u5834\u3067\u6226\u3048\u307e\u3059\u3002<br>\u6700\u5f8c\u306b\u3001\u884c\u52d5\u306b\u79fb\u3059\u305f\u3081\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3092\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-42\"  class=\"wp-block-heading jinr-heading d--bold\">\u596a\u308f\u308c\u308b\u4e0d\u5b89\u3092\u201c\u884c\u52d5\u201d\u306b\u5909\u3048\u308b\uff1a14STEP\u306e\u512a\u5148\u9806\u4f4d<\/h3>\n\n\n\n<p>\u512a\u5148\u9806\u4f4d\u306f\u3001\u8ee2\u8077\u3067\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u9806\u306b\u4e26\u3079\u308b\u306e\u304c\u30b3\u30c4\u3067\u3059\u3002<br>\u307e\u305a\u306fAI\u3092\u76f8\u68d2\u5316\u3057\uff08STEP1\uff09\u3001\u691c\u8a3c\u3068\u30c6\u30b9\u30c8\u3067\u54c1\u8cea\u3092\u62c5\u4fdd\u3057\uff08STEP2\/11\uff09\u3001\u8981\u4ef6\u3068\u8a00\u8a9e\u5316\u3067\u4e0a\u6d41\u306b\u5bc4\u305b\uff08STEP3\/4\/5\/6\uff09\u3001\u6210\u679c\u7269\u3067\u8a3c\u660e\u3057\u307e\u3059\uff08STEP14\uff09\u3002<br>\u305d\u306e\u5f8c\u306bPython\u3084\u6a5f\u68b0\u5b66\u7fd2\u3001\u7d71\u8a08\u3092\u8db3\u3059\u3068\uff08STEP7\u301c9\uff09\u3001AI\u6642\u4ee3\u306e\u6c42\u4eba\u306b\u5e83\u304f\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<br>\u5c02\u9580\u9818\u57df\u306e\u639b\u3051\u7b97\uff08STEP12\uff09\u3068\u30ad\u30e3\u30ea\u30a2\u5206\u5c90\uff08STEP13\uff09\u306f\u3001\u5185\u5b9a\u5f8c\u301c\u5165\u793e\u5f8c\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002<br>\u5168\u90e8\u3092\u5b8c\u74a7\u306b\u3059\u308b\u3088\u308a\u3001\u9806\u756a\u901a\u308a\u306b\u201c\u5b8c\u6210\u201d\u3092\u7a4d\u307f\u4e0a\u3052\u308b\u3053\u3068\u304c\u6700\u77ed\u3067\u3059\u3002<\/p>\n\n\n\n<ul 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