{"id":2873,"date":"2020-03-20T16:33:49","date_gmt":"2020-03-20T21:33:49","guid":{"rendered":"http:\/\/skimai.com\/?p=2873"},"modified":"2024-05-20T07:38:34","modified_gmt":"2024-05-20T12:38:34","slug":"%e3%83%81%e3%82%a7%e3%83%83%e3%82%af%e3%83%aa%e3%82%b9%e3%83%88-%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%81%ae%e9%96%8b%e5%a7%8b","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3059\u3079\u304d10\u306e\u8cea\u554f"},"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 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#10_Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\" >\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3059\u3079\u304d10\u306e\u8cea\u554f<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\" >\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3059\u3079\u304d10\u306e\u8cea\u554f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#1_What_is_the_core_problem_and_focus_of_the_project\" >1) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6838\u3068\u306a\u308b\u554f\u984c\u3068\u7126\u70b9\u306f\u4f55\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#2_What_metrics_will_be_used_to_gauge_success_of_the_project_and_at_what_thresholds\" >2) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3092\u6e2c\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6307\u6a19\u3092\u7528\u3044\u3001\u3069\u306e\u3088\u3046\u306a\u95be\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u304b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#3_How_much_data_do_we_have_to_start_with\" >3) \u3069\u306e\u7a0b\u5ea6\u306e\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u3081\u308b\u306e\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#4_How_much_data_can_be_labeled_before_the_project_begins_and_how_much_can_you_generate_per_month\" >4) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u59cb\u524d\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u3001\u6708\u306b\u751f\u6210\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#5_How_much_subjectivity_is_involved_in_the_labeling_by_the_human_annotators\" >5) \u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u3088\u308b\u30e9\u30d9\u30ea\u30f3\u30b0\u306b\u306f\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u4e3b\u89b3\u304c\u542b\u307e\u308c\u308b\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#6_What_metadata_will_be_available_for_each_document\" >6) \u5404\u6587\u66f8\u306b\u3064\u3044\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u304c\u5229\u7528\u53ef\u80fd\u304b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#7_Is_it_possible_to_get_access_to_lists_of_entities_that_we_will_encounter\" >7) \u6211\u3005\u304c\u906d\u9047\u3059\u308b\u3067\u3042\u308d\u3046\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30ea\u30b9\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#8_Is_there_anything_we_can_do_to_help_speed_up_the_data_gatheringlabeling_process\" >8) \u30c7\u30fc\u30bf\u53ce\u96c6\uff0f\u30e9\u30d9\u30ea\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3059\u308b\u305f\u3081\u306b\u3001\u4f55\u304b\u3067\u304d\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#9_Is_there_any_existing_unlabeled_data_from_the_same_domain_or_any_existing_labeled_data_thats_unsemi-related_to_the_pilot_prediction_task\" >9) \u540c\u3058\u30c9\u30e1\u30a4\u30f3\u304b\u3089\u306e\u65e2\u5b58\u306e\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306f\u30d1\u30a4\u30ed\u30c3\u30c8\u4e88\u6e2c\u30bf\u30b9\u30af\u3068\u306f\u7121\u95a2\u4fc2\/\u534a\u95a2\u4fc2\u306e\u65e2\u5b58\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306f\u3042\u308b\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/checklist-starting-a-machine-learning-project\/#10_Is_there_any_known_database_of_the_domain_specific_text_that_share_similar_vocabulary_and_entities\" >10) \u985e\u4f3c\u3057\u305f\u8a9e\u5f59\uff08\u304a\u3088\u3073\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff09\u3092\u5171\u6709\u3059\u308b\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3042\u308b\u304b\u3002<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"10_Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\"><\/span>\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3059\u3079\u304d10\u306e\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>    \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e80%\u4ee5\u4e0a\u304c\u3001\u30c6\u30b9\u30c8\u304b\u3089\u672c\u756a\u3078\u3068\u79fb\u884c\u3067\u304d\u305a\u306b\u3044\u308b\u3002\u8ab0\u3082\u304c\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u3066\u3044\u308b\u3068\u3057\u305f\u3089\u3001\u3069\u3053\u3067\u5931\u6557\u3057\u3066\u3044\u308b\u306e\u3060\u308d\u3046\u304b\uff1f\u9593\u9055\u3044\u306a\u304f\u3001ML\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u305f\u308a\u5206\u6790\u3057\u305f\u308a\u3059\u308b\u696d\u52d9\u306b\u643a\u308f\u308b\u4eba\u3005\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u5b9f\u65bd\u3059\u308b\u304b\u3068\u3044\u3046\u8105\u5a01\u7684\u306a\u8003\u3048\u304c\u3001\u3057\u3070\u3057\u3070\u79c1\u305f\u3061\u3092\u9060\u3056\u3051\u3066\u3057\u307e\u3046\u3002\u00a0<\/code><\/pre>\n<p>\u3067\u306f\u3001\u305d\u306e\u3088\u3046\u306a\u4f5c\u696d\u306b\u3069\u3046\u53d6\u308a\u304b\u304b\u308c\u3070\u3044\u3044\u306e\u3060\u308d\u3046\u304b\uff1f\u8c61\u3092\u98df\u3079\u308b\u306e\u3068\u540c\u3058\u65b9\u6cd5\u3060\u3002\u79c1\u306e\u30c1\u30fc\u30e0\u3092\u7387\u3044\u3066\u6a19\u6e96\u7684\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0(<a href=\"http:\/\/skimai.com\/ja\/\">\u30b9\u30ad\u30e0AI\u30af\u30ed\u30fc\u30e0\u30c4\u30fc\u30eb\u30d0\u30fc<\/a>)\u304a\u3088\u3073\u30ab\u30b9\u30bf\u30e0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3059\u308b\u524d\u306b\u5c0b\u306d\u308b\u3079\u304d10\u306e\u8cea\u554f\u3092\u7279\u5b9a\u3057\u305f\u3002\u3053\u306e10\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3069\u306e\u3088\u3046\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3059\u3079\u304d\u304b\u306e\u660e\u78ba\u306a\u57fa\u790e\u3092\u3064\u304b\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Questions_to_Ask_Before_Starting_a_Machine_Learning_Project\"><\/span>\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u524d\u306b\u3059\u3079\u304d10\u306e\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>        <h3><span class=\"ez-toc-section\" id=\"1_What_is_the_core_problem_and_focus_of_the_project\"><\/span>1) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6838\u3068\u306a\u308b\u554f\u984c\u3068\u7126\u70b9\u306f\u4f55\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>      \n    <p>\u3053\u306e\u8cea\u554f\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u6709\u52b9\u306a\u56de\u7b54\u304c\u3042\u308b\u3002\u307e\u305a\u3001\u5168\u4f53\u7684\u306a\u76ee\u6a19\u3092\u7279\u5b9a\u3059\u308b\u3002\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u60c5\u5831\u3092\u5206\u985e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\uff1f\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u6b21\u306b\u3001\u3069\u306e\u8a73\u7d30\u30ec\u30d9\u30eb\u3067\u5b9f\u884c\u3059\u3079\u304d\u304b\u3092\u7279\u5b9a\u3059\u308b\u3002\u4f8b\u3048\u3070\u3001\u6587\u30ec\u30d9\u30eb\u3067\u5206\u6790\u3059\u308b\u306e\u304b\u3001\u6587\u66f8\u5168\u4f53\u30ec\u30d9\u30eb\u3067\u5206\u6790\u3059\u308b\u306e\u304b\u3002\u3042\u308b\u3044\u306f\u3001\u6bb5\u843d\u5185\u306e\u30bb\u30f3\u30c6\u30f3\u30b9\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306a\u3069\u3001\u9ad8\u3044\u7cbe\u5ea6\u3067\u5b9f\u88c5\u3059\u308b\u306e\u304c\u7406\u60f3\u7684\u3067\u306a\u3044\u3088\u3046\u306a\u30ab\u30b9\u30bf\u30e0\u306a\u3082\u306e\u304c\u5fc5\u8981\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_What_metrics_will_be_used_to_gauge_success_of_the_project_and_at_what_thresholds\"><\/span>2) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3092\u6e2c\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6307\u6a19\u3092\u7528\u3044\u3001\u3069\u306e\u3088\u3046\u306a\u95be\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u304b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\u5b9a\u91cf\u7684\u306a\u671b\u307e\u3057\u3044\u7d50\u679c\u3092\u6c7a\u5b9a\u3059\u308b\u3002\u81ea\u52d5\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u3088\u3063\u3066\u5206\u985e\u3055\u308c\u308b\u30c7\u30fc\u30bf\u91cf\u3092\u5897\u3084\u3057\u305f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3053\u306e\u5834\u5408\u3001\u3069\u306e\u304f\u3089\u3044\u5897\u3084\u3059\u304b\u3092\u793a\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u3042\u308b\u3044\u306f\u3001\u4f01\u696d\u3068\u3057\u3066\u307e\u3068\u3081\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u30c7\u30fc\u30bf\u91cf\u3092\u5897\u3084\u3057\u305f\u3044\u3001\u3042\u308b\u3044\u306f\u4e00\u5b9a\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u3067\u4e88\u6e2c\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u305f\u3044\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u30b4\u30fc\u30eb\u304c\u4f55\u3067\u3042\u308c\u3001\u305d\u308c\u3092\u660e\u78ba\u306b\u3057\u3001\u6e2c\u5b9a\u53ef\u80fd\u306a\u6307\u6a19\u3092\u8a2d\u5b9a\u3059\u308b\u3002<\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"3_How_much_data_do_we_have_to_start_with\"><\/span>3) \u3069\u306e\u7a0b\u5ea6\u306e\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u3081\u308b\u306e\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>     \n    <p>\u7406\u60f3\u7684\u306b\u306f\u30012\uff5e5,000\u70b9\u306e\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u3081\u305f\u3044\u3002 <em>\u5404<\/em> \u5206\u985e\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u30e2\u30c7\u30eb\u306e\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u751f\u30c6\u30ad\u30b9\u30c8\u3001\u8a18\u4e8b\u3001\u307e\u305f\u306f\u540c\u7b49\u306e\u3082\u306e\u304c5\u4e07\u304b\u308910\u4e07\u500b\u3042\u308b\u3068\u6709\u76ca\u3067\u3059\u3002\u30cb\u30e5\u30fc\u30b9\u30c7\u30fc\u30bf\u4e2d\u306e\u88fd\u54c1\u306b\u95a2\u3059\u308b\u8a00\u53ca\u306b\u5bfe\u3059\u308b\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3084\u305d\u306e\u4ed6\u306e\u5206\u985e\u5668\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001\u305f\u3068\u3048\u305d\u308c\u3089\u306e\u8a18\u4e8b\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u3055\u308c\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u88fd\u54c1\u3084\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u696d\u754c\u306b\u3064\u3044\u3066\u8a00\u53ca\u3057\u3066\u3044\u308b\u6570\u5341\u4e07\u4ef6\u306e\u30cb\u30e5\u30fc\u30b9\u304c\u3042\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002 <\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"4_How_much_data_can_be_labeled_before_the_project_begins_and_how_much_can_you_generate_per_month\"><\/span>4) \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u59cb\u524d\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u3001\u6708\u306b\u751f\u6210\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>     \n    <p>\u8cea\u554f3\u3067\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001\u4eba\u9593\u306e\u7cbe\u5ea6\u306b\u8fd1\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u6570\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u3054\u3068\u306b5,000\u304c\u6700\u4f4e\u9650\u5fc5\u8981\u3067\u3059\u3002\u73fe\u5b9f\u7684\u306a\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u7acb\u3066\u308b\u305f\u3081\u306b\u306f\u3001\u6700\u521d\u306e\u30bb\u30c3\u30c8\u3092\u624b\u4f5c\u696d\u3067\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u306e\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>     \n        <h3><span class=\"ez-toc-section\" id=\"5_How_much_subjectivity_is_involved_in_the_labeling_by_the_human_annotators\"><\/span>5) \u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u3088\u308b\u30e9\u30d9\u30ea\u30f3\u30b0\u306b\u306f\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u4e3b\u89b3\u304c\u542b\u307e\u308c\u308b\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>      \n    <p style=\"text-align: center;\">\u65b9\u6cd5\u8ad6\u306b\u3064\u3044\u3066\uff1a<\/code><\/pre>\n<p>\u6709\u7528\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u5358\u7d14\u5316\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u305d\u306e\u7406\u7531\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u533a\u5225\u3059\u308b\u305f\u3081\u306b\u4eba\u9593\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6\u3067\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u5358\u7d14\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u306a\u3044\u304b\u3089\u3067\u3042\u308b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u3042\u306a\u305f\u306e\u65b9\u6cd5\u8ad6\u306f\u4eba\u9593\u306b\u3068\u3063\u3066\u7406\u89e3\u3057\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u304b\uff1f\u5206\u985e\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306f\u660e\u78ba\u3067\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u9593\u306b\u8a9e\u5f59\u306e\u9055\u3044\u304c\u3042\u308b\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u4e3b\u89b3\u7684\u3067\u78ba\u5b9f\u306a\u30eb\u30fc\u30eb\u3092\u5b9a\u7fa9\u3067\u304d\u306a\u3044\u305f\u3081\u306b\u533a\u5225\u304c\u96e3\u3057\u3044\u306e\u304b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u3082\u3057\u4eba\u9593\u304c1\u30012\u79d2\u4ee5\u5185\u306b\u6c7a\u65ad\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u6a5f\u68b0\u306f\u554f\u984c\u3092\u62b1\u3048\u308b\u3053\u3068\u306b\u306a\u308b\u3002\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u306f\u3001\"\u6df7\u5408 \"\u5206\u985e\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u4f5c\u6210\u3057\u3001\u30c6\u30b9\u30e9\u304c\u6df7\u4e71\u3057\u305f\u72b6\u6cc1\u3067\u4f55\u3092\u3059\u3079\u304d\u304b\u308f\u304b\u3089\u306a\u3044\u3068\u304d\u306b\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u30cf\u30f3\u30c9\u30eb\u64cd\u4f5c\u3092\u6c42\u3081\u308b\u306e\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u306e\u305f\u3081\u306b\u305d\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u3053\u3068\u3067\u3053\u308c\u3092\u7de9\u548c\u3057\u3066\u3044\u308b\u3002<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_What_metadata_will_be_available_for_each_document\"><\/span>6) \u5404\u6587\u66f8\u306b\u3064\u3044\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u304c\u5229\u7528\u53ef\u80fd\u304b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u5404\u6587\u66f8\u304b\u3089\u53ce\u96c6\u3067\u304d\u308b\u60c5\u5831\u3092\u6c7a\u3081\u3066\u304a\u304f\u3068\u4fbf\u5229\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u8457\u8005\u3001\u65e5\u4ed8\u3001\u6642\u9593\u3001\u65b0\u805e\u6b04\u3001\u5834\u6240\u3001\u60c5\u5831\u6e90\u3001\u30ab\u30c6\u30b4\u30ea\u30fc\u3001\u95a2\u4fc2\u56e3\u4f53\u306a\u3069\uff08\u4ed6\u306b\u3082\u3044\u308d\u3044\u308d\u3042\u308a\u307e\u3059\uff09\u304c\u542b\u307e\u308c\u307e\u3059\u3002 <\/p>      \n        <h3><span class=\"ez-toc-section\" id=\"7_Is_it_possible_to_get_access_to_lists_of_entities_that_we_will_encounter\"><\/span>7) \u6211\u3005\u304c\u906d\u9047\u3059\u308b\u3067\u3042\u308d\u3046\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30ea\u30b9\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>       \n    <p>\u30c7\u30fc\u30bf\u62bd\u51fa\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u591a\u304f\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u542b\u307e\u308c\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4eba\u3001\u5834\u6240\u3001\u7269\uff09\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u305f\u308a\u3001\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\uff08\u304a\u305d\u3089\u304f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u307e\u305f\u306f\u9867\u5ba2\uff09\u306b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30ec\u30d9\u30eb\u306e\u5206\u6790\u3092\u8868\u793a\u3057\u305f\u308a\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u30de\u30c3\u30c1\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30de\u30c3\u30c1\u3055\u305b\u305f\u3044\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u66f8\u304d\u51fa\u3057\u3066\u304a\u304f\u3068\u4fbf\u5229\u3067\u3059\u3002<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u3055\u3089\u306b\u3001\u3059\u3067\u306b\u30c6\u30ad\u30b9\u30c8\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u304c\u3042\u308b\u5834\u5408\u3001\u65b0\u3057\u3044\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u62bd\u51fa\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3001\u9ad8\u3044\u7cbe\u5ea6\u3067\u5b9f\u884c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u7279\u306b\u3001\u5358\u4e00\u306e\u7d71\u4e00\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u3059\u3079\u3066\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u3053\u3068\u304c\u76ee\u7684\u3067\u3042\u308b\u5834\u5408\u306b\u5f53\u3066\u306f\u307e\u308a\u307e\u3059\uff08\u305f\u3068\u3048\u3070\u3001\u300cFacebook\u300d\u3001\u300cWhatsApp\u300d\u3001\u300cInstagram\u300d\u3092\u3001\u5171\u6709\u3055\u308c\u3066\u3044\u308b\u682a\u5f0f\u30b7\u30f3\u30dc\u30eb\u300cFB\u300d\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u3055\u305b\u308b\u306a\u3069\uff09\u3002\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30de\u30b9\u30bf\u30fc\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u3001BI\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u3088\u3046\u306a\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5411\u3051\u306e\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u8868\u793a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3001\u30c6\u30ad\u30b9\u30c8\u3067\u8a00\u53ca\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u898b\u3064\u3051\u308b\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u304c\u3042\u308b\u5834\u5408\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_there_anything_we_can_do_to_help_speed_up_the_data_gatheringlabeling_process\"><\/span>8) \u30c7\u30fc\u30bf\u53ce\u96c6\uff0f\u30e9\u30d9\u30ea\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3059\u308b\u305f\u3081\u306b\u3001\u4f55\u304b\u3067\u304d\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\u30c7\u30fc\u30bf\u306f\u30e2\u30c7\u30eb\u69cb\u7bc9\u3092\u53ef\u80fd\u306b\u3059\u308b\u7af6\u4e89\u512a\u4f4d\u6027\u3067\u3042\u308b\u3002\u5c06\u6765\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u306e\u80fd\u529b\u3092\u793e\u5185\u3067\u3001\u3042\u308b\u3044\u306f\u30a2\u30a6\u30c8\u30bd\u30fc\u30b7\u30f3\u30b0\u3067\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3059\u3079\u304d\u3067\u3042\u308b\u3002<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u793e\u5185\u306b\u30c1\u30fc\u30e0\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u30a4\u30f3\u30c9\u3084\u6771\u6b27\u306e\u4f01\u696d\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u30cb\u30fc\u30ba\u3092\u30a2\u30a6\u30c8\u30bd\u30fc\u30b7\u30f3\u30b0\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30e9\u30d9\u30ea\u30f3\u30b0\u30fb\u30b7\u30b9\u30c6\u30e0\u306e\u9ad8\u5ea6\u3055\u306b\u3082\u3088\u308b\u304c\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u62c5\u5f53\u8005\u306e\u6708\u7d66\u306f500\uff5e1000\u30c9\u30eb\u7a0b\u5ea6\u3068\u3001\u975e\u5e38\u306b\u7af6\u4e89\u529b\u306e\u3042\u308b\u6599\u91d1\u8a2d\u5b9a\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Is_there_any_existing_unlabeled_data_from_the_same_domain_or_any_existing_labeled_data_thats_unsemi-related_to_the_pilot_prediction_task\"><\/span>9) \u540c\u3058\u30c9\u30e1\u30a4\u30f3\u304b\u3089\u306e\u65e2\u5b58\u306e\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306f\u30d1\u30a4\u30ed\u30c3\u30c8\u4e88\u6e2c\u30bf\u30b9\u30af\u3068\u306f\u7121\u95a2\u4fc2\/\u534a\u95a2\u4fc2\u306e\u65e2\u5b58\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306f\u3042\u308b\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\u4f8b\u3048\u3070\u3001\u3053\u306e\u7279\u5b9a\u306e\u554f\u984c\u3084\u3001\u5c06\u6765\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u4ed6\u306e\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u6587\u66f8\u306b\u3064\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u3079\u304d\u30c7\u30fc\u30bf\u304c\u307e\u3060\u305f\u304f\u3055\u3093\u3042\u308b\u306e\u304b\uff1f<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u3082\u3057\u305d\u3046\u306a\u3089\u3001\u307b\u3068\u3093\u3069\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u308a\u3001\u8abf\u6574\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u306b\u3059\u3067\u306b\u5b58\u5728\u3059\u308b\u95a2\u4fc2\u304b\u3089\u610f\u5473\u3092\u62bd\u51fa\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u306f\u5f79\u7acb\u3064\u304b\u3089\u3060\u3002<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Is_there_any_known_database_of_the_domain_specific_text_that_share_similar_vocabulary_and_entities\"><\/span>10) \u985e\u4f3c\u3057\u305f\u8a9e\u5f59\uff08\u304a\u3088\u3073\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff09\u3092\u5171\u6709\u3059\u308b\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c6\u30ad\u30b9\u30c8\u306e\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3042\u308b\u304b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>    <p>\u4e0a\u8a18\u3068\u540c\u3058\u7406\u7531\u3067\u3001ML\/NLP\u306b\u306f\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u304c\u975e\u5e38\u306b\u6709\u7528\u3067\u3042\u308b\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u8ab0\u304b\u304c\u3001\u3042\u308b\u3044\u306f\u3069\u3053\u304b\u306e\u30c7\u30fc\u30bf\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u3001\u3042\u306a\u305f\u304c\u59cb\u3081\u308b\u306e\u306b\u5fc5\u8981\u306a\u3082\u306e\u3092\u3001\u6642\u306b\u306f\u7121\u6599\u3067\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5171\u6709\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u3002\u5f7c\u3089\u306b\u30e1\u30fc\u30eb\u3092\u9001\u3063\u3066\u307f\u3088\u3046\u3002\u8cbb\u7528\u3084API\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306a\u3069\u3001\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306b\u4f55\u304c\u5fc5\u8981\u304b\u3092\u78ba\u8a8d\u3057\u3088\u3046\u3002\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u30b0\u30fc\u30b0\u30eb\u3001\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af\u3001\u653f\u5e9c\u3001\u30de\u30fc\u30b1\u30c3\u30c8\u30fb\u30c7\u30fc\u30bf\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3001\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u3069\u306f\u3001\u5f7c\u3089\u304c\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u5229\u7528\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u3042\u306a\u305f\u306e\u521d\u671f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b7\u30fc\u30c9\u3092\u4f5c\u308b\u624b\u52a9\u3051\u3092\u3057\u3066\u304f\u308c\u308b\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u3053\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308c\u3070\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u304f\u3066\u3082\u3001\u30e2\u30c7\u30eb\u304b\u3089\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>10 Questions to Ask Before Starting a Machine Learning Project Over 80% of data science projects fail to go beyond testing and into production. If everyone is starting a machine learning project, where is it going wrong? Undoubtedly, ML solutions increase efficiencies for those who are in the business of gathering or analyzing large swaths of data. But often, the menacing thought of how to implement such a project often keeps us from doing so.\u00a0 So how do you even begin to approach such a task? The same way you\u2019d eat an elephant &#8211; bite by bite. Through my experience leading my team in building a standard AI platform (Skim [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2881,"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":[125,67,78],"tags":[85,79,84,75],"class_list":["post-2873","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-ai-project-management","tag-checklist","tag-how-to","tag-machine-learning","tag-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>10 Questions to Ask Before Starting a Machine Learning Project<\/title>\n<meta name=\"description\" content=\"Checklist for starting a Machine Learning project. 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