{"id":4902,"date":"2022-12-21T17:39:41","date_gmt":"2022-12-21T22:39:41","guid":{"rendered":"http:\/\/skimai.com\/?p=4902"},"modified":"2024-04-29T17:27:39","modified_gmt":"2024-04-29T22:27:39","slug":"%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%82%92%e3%83%aa%e3%83%bc%e3%83%89%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e3%83%92%e3%83%b3%e3%83%88","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/tips-for-leading-a-machine-learning-project\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30ea\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 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class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/tips-for-leading-a-machine-learning-project\/#5_Ensure_Access_to_Necessary_Data\" >5.\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u78ba\u4fdd\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/tips-for-leading-a-machine-learning-project\/#6_Evaluate_and_Obtain_the_Right_Tech_Stack\" >6.\u9069\u5207\u306a\u6280\u8853\u30b9\u30bf\u30c3\u30af\u306e\u8a55\u4fa1\u3068\u5165\u624b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/tips-for-leading-a-machine-learning-project\/#How_Can_Skim_AI_Help\" >\u30b9\u30ad\u30e0AI\u306f\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3064\u306e\u304b\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span 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alt=\"\"><\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3082\u306f\u3084\u5358\u306a\u308b\u8a87\u5927\u5e83\u544a\u3084\u30d0\u30ba\u30ef\u30fc\u30c9\u3067\u306f\u306a\u3044\u3002\u304b\u3064\u3066\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u4f01\u696d\u3084\u65b0\u8208\u4f01\u696d\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30b9\u30bf\u30c3\u30af\u306e\u91cd\u8981\u306a\u69cb\u6210\u8981\u7d20\u3078\u3068\u9032\u5316\u3057\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3092\u4e00\u5909\u3055\u305b\u305f\u3002\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306f\u4f01\u696d\u306b\u304a\u3051\u308b\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3068\u7d61\u307f\u5408\u3063\u3066\u3044\u308b\u305f\u3081\u3001ML\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30b9\u30bf\u30c3\u30af\u306f\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u5358\u306a\u308b\u9759\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u533a\u5225\u3057\u305f\u3044\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u91cf\u306b\u3088\u3063\u3066\u63a8\u9032\u3055\u308c\u308b\u305f\u3081\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u69cb\u7bc9\u3001\u7dad\u6301\u3001\u6539\u5584\u306b\u95a2\u3059\u308b\u8003\u3048\u65b9\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8981\u56e0\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306f\u5358\u7d14\u3067\u306f\u306a\u3044\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u8005\u3001DevOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u6709\u7528\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u307f\u51fa\u3059\u305f\u3081\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u5206\u91ce\u3067\u5354\u529b\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Machine-Learning\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u7387\u3044\u308b\u3059\u3079\u3066\u306e\u7d44\u7e54\u304c\u5f93\u3046\u3079\u304d6\u3064\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306e\u6982\u8981\u3092\u8aac\u660e\u3059\u308b\u3002<\/p>\n<h2><span 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5177\u4f53\u7684\u306a\u76ee\u6a19\u3084\u76ee\u7684\u3092\u5b9a\u3081\u308b\u306e\u306f\u3001\u53e3\u3067\u8a00\u3046\u307b\u3069\u7c21\u5358\u306a\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u554f\u984c\u89e3\u6c7a\u306b\u306f\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u3001\u3069\u308c\u304c\u30d9\u30b9\u30c8\u304b\u306f\u5fc5\u305a\u3057\u3082\u660e\u78ba\u3067\u306f\u306a\u3044\u3002\u76ee\u6a19\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u306b\u3042\u307e\u308a\u6642\u9593\u3092\u304b\u3051\u305f\u304f\u306a\u3044\u3068\u3044\u3046\u6c17\u6301\u3061\u3082\u3042\u308b\u3060\u308d\u3046\u304c\u3001\u76ee\u6a19\u306e\u5b9a\u7fa9\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u30c1\u30fc\u30e0\u306f\u4f55\u3092\u512a\u5148\u3059\u3079\u304d\u304b\u308f\u304b\u3089\u305a\u3001\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u3067\u4f55\u304c\u9054\u6210\u3067\u304d\u308b\u304b\u3092\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u306b\u6ca1\u982d\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u52e2\u3044\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7acb\u3061\u4e0a\u3052\u306e\u53ef\u80fd\u6027\u3001\u7d42\u308f\u308a\u306e\u306a\u3044\u958b\u767a\u306b\u3088\u308b\u6295\u8cc7\u53ce\u76ca\u7387\uff08ROI\uff09\u3092\u7834\u58ca\u3057\u3066\u3057\u307e\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3002 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id=\"2_Create_A_Checklist_Before_Starting_Your_ML_Project\"><\/span>2.ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3092\u4f5c\u308d\u3046<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6700\u521d\u306e1\u884c\u3092\u66f8\u304f\u524d\u306b\u3001\u9032\u6357\u304c\u3069\u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u308b\u304b\u3001\u3057\u3063\u304b\u308a\u3068\u3057\u305f\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u6301\u3064\u3079\u304d\u3067\u3059\u3002ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u8cea\u554f\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n<p>\u3042\u306a\u305f\u306eML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u4f55\u3092\u9054\u6210\u3057\u305f\u3044\u306e\u3067\u3059\u304b\uff1f<br \/>\n\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u3092\u6301\u3063\u3066\u3044\u308b\u304b\uff1f<br 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class=\"ez-toc-section\" id=\"4_Gather_Historical_Data_From_Existing_Systems\"><\/span>4.\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8981\u4ef6\u304c\u3042\u307e\u308a\u660e\u767d\u3067\u306a\u3044\u305f\u3081\u306b\u3001\u6b63\u3057\u3044\u76ee\u6a19\u3092\u3059\u3050\u306b\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308b\u3002\u30ec\u30ac\u30b7\u30fc\u30fb\u30b7\u30b9\u30c6\u30e0\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u7d71\u5408\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u306f\u3088\u304f\u3042\u308b\u30b1\u30fc\u30b9\u3060\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u4f55\u3092\u5b9f\u884c\u3059\u308b\u306e\u304b\u3001\u6a5f\u68b0\u5b66\u7fd2\u304c\u679c\u305f\u3059\u6a5f\u80fd\u306e\u5177\u4f53\u7684\u306a\u8aac\u660e\u306b\u5165\u308b\u524d\u306b\u3001\u73fe\u5728\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3067\u304d\u308b\u3060\u3051\u591a\u304f\u306e\u60c5\u5831\u3092\u96c6\u3081\u3088\u3046\u3002 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u554f\u984c\u3092\u628a\u63e1\u3057\u305f\u5f8c\u306f\u3001\u9069\u5207\u306a\u60c5\u5831\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u7121\u6599\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u306e\u3067\u3001\u76ee\u3092\u901a\u3059\u4fa1\u5024\u306f\u3042\u308b\u3002 <a href=\"https:\/\/www.kaggle.com\/datasets\">\u30ab\u30b0\u30eb<\/a> \u305d\u3057\u3066 <a href=\"https:\/\/archive.ics.uci.edu\/ml\/index.php\">UCI\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>.\u3082\u3057\u3042\u306a\u305f\u306e\u554f\u984c\u304c\u660e\u78ba\u3067\u3042\u308c\u3070\u3001\u81ea\u5206\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u6574\u7406\u3001\u4fdd\u7ba1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3084\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u3092\u624b\u4f5c\u696d\u3067\u5206\u985e\u3059\u308b\u3053\u3068\u306f\u3001\u3088\u304f\u3042\u308b2\u3064\u306e\u9078\u629e\u80a2\u3060\u3002\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306e\u9069\u5207\u306a\u8cea\u3068\u5341\u5206\u306a\u91cf\u3092\u5f97\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u6709\u7528\u306aML\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>\n<h2><span 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30e2\u30c7\u30eb\u306f\u3001\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u3068\u6539\u5584\u306e\u305f\u3081\u306b\u3001\u5e83\u7bc4\u306a\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3001\u9ad8\u54c1\u8cea\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3001\u304a\u3088\u3073\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6539\u5584\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u5236\u7d04\u6761\u4ef6\u306e\u3082\u3068\u3067\u3001\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u306e\u6b20\u70b9\u306b\u4f53\u7cfb\u7684\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u304b\u3089\u767a\u5c55\u3059\u308b\u30b9\u30ad\u30eb\u3067\u3059\u3002Skim AI\u306f\u3001\u5b66\u751f\u304b\u3089CEO\u307e\u3067\u3001\u3042\u3089\u3086\u308b\u30ec\u30d9\u30eb\u306e\u4eba\u3005\u306b\u5f79\u7acb\u3064\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u30ce\u30a4\u30ba\u3092\u906e\u65ad\u3057\u3001\u3088\u308a\u826f\u3044\u6d1e\u5bdf\u3092\u898b\u6975\u3081\u3001\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>6 Tips For Leading a Machine Learning Project Machine Learning and Deep Learning are no longer just hype and buzzwords. The once frontier technology has evolved into a crucial component of the technology stack of enterprises and startups; this has transformed software development. Since Machine Learning (ML) is intertwined with decision-making processes at companies, we want to make the distinction that the ML technology stack is a process and not just a static piece of software. Machine Learning solutions are driven by availability and quantity of the right data, which changes how we think about building, maintaining and improving infrastructure. Building Machine-Learning solutions is not simple due to these factors. [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4907,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,64,67,78],"tags":[],"class_list":["post-4902","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-how-to","category-ml-nlp","category-ai-project-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tips For Leading a Machine Learning Project - Skim AI<\/title>\n<meta name=\"description\" content=\"Looking to lead a Machine learning project? 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