{"id":2560,"date":"2019-11-11T23:43:34","date_gmt":"2019-11-11T23:43:34","guid":{"rendered":"http:\/\/skimai.com\/?p=2560"},"modified":"2024-05-20T07:38:37","modified_gmt":"2024-05-20T12:38:37","slug":"%e3%83%a9%e3%83%99%e3%83%ab%e4%bb%98%e3%81%8d%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e4%bf%9d%e5%ad%98%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae10%e3%81%ae%e3%83%99%e3%82%b9%e3%83%88%e3%83%97%e3%83%a9","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/","title":{"rendered":"\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e10\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9"},"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\/10-best-practices-for-storing-labeled-data\/#10_Best_Practices_for_Storing_Labeled_Data\" >\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e10\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/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\/10-best-practices-for-storing-labeled-data\/#1_Define_the_Problem_Is_it_a_good_problem_for_machine_learning\" >1.\u554f\u984c\u306e\u5b9a\u7fa9\uff1a\u6a5f\u68b0\u5b66\u7fd2\u306b\u9069\u3057\u305f\u554f\u984c\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#2_Gather_at_least_5000_datapoints_for_each_outcome\" >2.\u5404\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u5c11\u306a\u304f\u3068\u30825,000\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u53ce\u96c6\u3059\u308b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#3_Store_data_at_the_sentence_level\" >3.\u6587\u30ec\u30d9\u30eb\u3067\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#4_Classify_and_label_data_in_well_defined_categories\" >4.\u30c7\u30fc\u30bf\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3057\u3001\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#5_Store_all_representative_data\" >5.\u3059\u3079\u3066\u306e\u4ee3\u8868\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/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\/10-best-practices-for-storing-labeled-data\/#6_Store_background_data\" >6.\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/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\/10-best-practices-for-storing-labeled-data\/#7_Store_the_raw_text_of_labeled_data_practice_redundancy\" >7.\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u751f\u30c6\u30ad\u30b9\u30c8\u3092\u4fdd\u5b58\u3059\u308b\uff08\u5197\u9577\u6027\u306e\u7df4\u7fd2\uff09\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#8_Map_your_data_from_start_to_finish_index_values\" >8.\u30c7\u30fc\u30bf\u3092\u6700\u521d\u304b\u3089\u6700\u5f8c\u307e\u3067\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5024\uff09\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#9_Backup_your_data\" >9.\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/10-best-practices-for-storing-labeled-data\/#10_Build_and_think_for_the_future\" >10.\u5c06\u6765\u306e\u305f\u3081\u306b\u8003\u3048\u3001\u69cb\u7bc9\u3059\u308b\u3002<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"10_Best_Practices_for_Storing_Labeled_Data\"><\/span>\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e10\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>    \u3042\u306a\u305f\u306f\u5927\u304d\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u601d\u3044\u3064\u3044\u305f\u3002\u3042\u306a\u305f\u306f\u3088\u304f\u672c\u3092\u8aad\u307f\u307e\u3059\u304c\u3001\u8a71\u3057\u624b\u306e\u53e3\u8abf\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u3001\u305d\u306e\u653f\u6cbb\u7684\u6240\u5c5e\u3092\u6c7a\u5b9a\u3059\u308b\u5206\u985e\u5668\u304c\u3042\u3063\u305f\u3089\u9762\u767d\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u3066\u3053\u306e\u4e88\u6e2c\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u3042\u306a\u305f\u306f\u3069\u306e\u3088\u3046\u306b\u554f\u984c\u3092\u5206\u89e3\u3057\u59cb\u3081\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\u79c1\u305f\u3061\u306f\u3053\u308c\u3092\u4f7f\u3063\u305f <a href=\"https:\/\/www.journalism.org\/2014\/10\/21\/political-polarization-media-habits\/\">\u30d4\u30e5\u30fc\u8abf\u67fb\u00a0<\/a>\u00a0\u3053\u308c\u306f\u3001\u6c11\u4e3b\u30fb\u5171\u548c\u4e21\u515a\u306e\u6709\u6a29\u8005\u304c\u4fe1\u983c\u3059\u308b\u65b0\u805e\u3078\u306e\u53cd\u5fdc\u3092\u5229\u7528\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002<br \/><br \/>\u672c\u756a\u74b0\u5883\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3092\u8003\u3048\u308b\u524d\u306b\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3064\u3044\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001ML\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3067\u3042\u308a\u3001\u5f37\u529b\u306a\u57fa\u76e4\u304c\u306a\u3051\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u6210\u529f\u306f\u671f\u5f85\u3067\u304d\u307e\u305b\u3093\u3002Skim AI\u306e\u5c02\u9580\u5bb6\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e10\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p><h2><span class=\"ez-toc-section\" id=\"1_Define_the_Problem_Is_it_a_good_problem_for_machine_learning\"><\/span><strong>1.\u554f\u984c\u306e\u5b9a\u7fa9\uff1a\u6a5f\u68b0\u5b66\u7fd2\u306b\u9069\u3057\u305f\u554f\u984c\u304b\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u554f\u984c\u89e3\u6c7a\u306b\u9069\u7528\u3055\u308c\u308b\u305f\u3081\u306b\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3068\u3063\u3066\u5b9a\u7fa9\u53ef\u80fd\u3067\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\uff1a\u00a0<\/p><ul><li>\u3053\u308c\u3089\u306e\u5358\u8a9e\u306f\u3001\u6587\u7ae0\u306e\u3042\u308b\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u8fd1\u3044\u30d1\u30bf\u30fc\u30f3\u306b\u5f53\u3066\u306f\u307e\u308b\u304b\u3001\u305d\u308c\u3068\u3082\u5225\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u8fd1\u3044\u30d1\u30bf\u30fc\u30f3\u306b\u5f53\u3066\u306f\u307e\u308b\u304b\u3002<\/li><li>\u6a5f\u68b0\u304c\u30d1\u30bf\u30fc\u30f3\u3092\u62bd\u51fa\u3059\u308b\u306e\u306b\u5341\u5206\u306a\u4ee3\u8868\u7684\u30c7\u30fc\u30bf\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3042\u308b\u306e\u3060\u308d\u3046\u304b\uff1f<\/li><\/ul><p>\u3053\u306e\u4f8b\u3067\u306f\u3001\u6c11\u4e3b\u515a\u5bc4\u308a\u306e\u8a00\u8ad6\u3068\u5171\u548c\u515a\u5bc4\u308a\u306e\u8a00\u8ad6\u306e2\u3064\u306e\u7d50\u679c\u304c\u3042\u308b\u3002\u6c11\u4e3b\u515a\u3068\u5171\u548c\u515a\u3092\u69cb\u6210\u3059\u308b\u30b0\u30eb\u30fc\u30d7\u306f\u591a\u6570\u3042\u308a\u3001\u7121\u515a\u6d3e\u5c64\u3084\u591a\u304f\u306e\u30b0\u30e9\u30c7\u30fc\u30b7\u30e7\u30f3\u3082\u3042\u308b\u306e\u3067\u3001\u554f\u984c\u306f\u3053\u308c\u3088\u308a\u3082\u660e\u3089\u304b\u306b\u8907\u96d1\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u4f8b\u3067\u306f\u3001\u3053\u306e2\u3064\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u5358\u7d14\u5316\u3059\u308b\u3002<\/p><h2><span class=\"ez-toc-section\" id=\"2_Gather_at_least_5000_datapoints_for_each_outcome\"><\/span><strong>2.\u5404\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u5c11\u306a\u304f\u3068\u30825,000\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u53ce\u96c6\u3059\u308b\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\u5c11\u306a\u304f\u3068\u3082 <a href=\"https:\/\/www.mckinsey.com\/featured-insights\/artificial-intelligence\/notes-from-the-ai-frontier-applications-and-value-of-deep-learning\">5,000\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8<\/a> \u3092\u3001\u5206\u985e\u3057\u305f\u3044\u60c5\u5831\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u3054\u3068\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002\u3053\u306e\u4f8b\u3067\u306f\u3001\u8a18\u4e8b\u3001\u30b9\u30d4\u30fc\u30c1\u3001\u66f8\u7c4d\u3001\u307e\u305f\u306f\u30b7\u30e7\u30fc\u306e\u8a18\u9332\u304b\u3089\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002\u30d0\u30a4\u30ca\u30ea\u5206\u985e\u5668\u3092\u69cb\u7bc9\u3057\u305f\u3044\u306e\u3067\u30015,000\u4f8b\u306e\u6c11\u4e3b\u515a\u306e\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u30685,000\u4f8b\u306e\u5171\u548c\u515a\u306e\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u3001\u5408\u8a0810,000\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u5404\u7d50\u679c\u306b\u3064\u304d5,000\u30dd\u30a4\u30f3\u30c8\u304c\u63a8\u5968\u3055\u308c\u308b\u6700\u4f4e\u5024\u3067\u3059\u304c\u3001\u7cbe\u5ea6\u306f\u30c7\u30fc\u30bf\u304c\u591a\u3044\u307b\u3069\u5411\u4e0a\u3057\u307e\u3059\u306e\u3067\u3001\u6211\u6162\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p><h2><span class=\"ez-toc-section\" id=\"3_Store_data_at_the_sentence_level\"><\/span><strong>3.\u6587\u30ec\u30d9\u30eb\u3067\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\u79c1\u305f\u3061\u306e\u5834\u5408\u3001\u30b4\u30fc\u30eb\u306f\u8a18\u4e8b\u5168\u4f53\u3092\u6c11\u4e3b\u4e3b\u7fa9\u304b\u53cd\u5171\u548c\u4e3b\u7fa9\u306e\u3069\u3061\u3089\u304b\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3059\u304c\u3001\u5404\u30ea\u30bd\u30fc\u30b9\u3092\u8a18\u4e8b\u5168\u4f53\u30ec\u30d9\u30eb\u3067\u306f\u306a\u304f\u6587\u30ec\u30d9\u30eb\u3067\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u7684\u306a\u53d6\u308a\u7d44\u307f\u306b\u5099\u3048\u305f\u3044\u3068\u601d\u3046\u3067\u3057\u3087\u3046\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4eba\u3001\u5834\u6240\u3001\u7d44\u7e54\uff09\u3092\u53d6\u308a\u5dfb\u304f\u6bb5\u843d\u3084\u5206\u6790\u306a\u3069\u3001\u3088\u308a\u5177\u4f53\u7684\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u5206\u985e\u3057\u305f\u3044\u5834\u5408\u3001\u5c06\u6765\u7684\u306b\u5c11\u306a\u3044\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u4f5c\u696d\u3067\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u00a0<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u4e00\u822c\u7684\u306b\u3001ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u8cbb\u3084\u3055\u308c\u308b\u6642\u9593\u306e50-65%\u306f\u3001ML\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u8aad\u307f\u53d6\u308a\u53ef\u80fd\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3078\u306e\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u5909\u63db\u306b\u8cbb\u3084\u3055\u308c\u308b\u3002\u307b\u3068\u3093\u3069\u306e\u5206\u985e\u5668\u306f\u6587\u30ec\u30d9\u30eb\u3068\u6587\u66f8\u30ec\u30d9\u30eb\u306e\u4e21\u65b9\u3067\u52d5\u4f5c\u3059\u308b\u3002<\/p>\n<p><strong>\u6587\u3068\u6bb5\u843d\u30ec\u30d9\u30eb\u306e\u5206\u985e\u306e\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5\u306e\u30d2\u30f3\u30c8\uff1a<\/strong><\/p>\n<ul>\n<li>\u5206\u985e\u306e\u5fc5\u8981\u6027\u306f\u30011\u3064\u306e\u6587\u7ae0\u30011\u3064\u306e\u6bb5\u843d\u3001\u307e\u305f\u306f1\u3064\u306e\u6587\u66f8\uff08\u8a18\u4e8b\uff09\u304b\u3089\u59cb\u3081\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/li>\n<li>\u975e\u6a19\u6e96\u7684\u306a\u30cb\u30fc\u30ba\uff08\u6570\u5358\u8a9e\u3001\u6570\u30bb\u30f3\u30c6\u30f3\u30b9\uff09\u306f\u3001\u3069\u306e\u30af\u30e9\u30b9\u30bf\u304c\u91cd\u8981\u304b\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b2\u3064\u76ee\u306eML\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3068\u3044\u3046\u975e\u5e38\u306b\u96e3\u3057\u3044\u554f\u984c\u3092\u8ffd\u52a0\u3059\u308b\u3002<\/li>\n<li>\u6700\u521d\u306f\u5206\u985e\u554f\u984c\u3092\u3067\u304d\u308b\u3060\u3051\u5358\u7d14\u5316\u3057\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u6642\u9593\u3092\u304b\u3051\u3066\u8907\u96d1\u3055\u3092\u5897\u3057\u3066\u3044\u304f\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"4_Classify_and_label_data_in_well_defined_categories\"><\/span><strong>4.\u30c7\u30fc\u30bf\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3057\u3001\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3053\u308c\u306f\u65b9\u6cd5\u8ad6\u306b\u3064\u3044\u3066\u5c11\u3057\u3002\u3067\u304d\u308b\u3060\u3051\u591a\u304f\u306e\u7d14\u7c8b\u306a\u30b7\u30b0\u30ca\u30eb\u3092\u5f97\u308b\u3053\u3068\u304c\u91cd\u8981\u3060\u3002\u3064\u307e\u308a\u3001\u30ce\u30a4\u30ba\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u306e\u7570\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u3084\u60c5\u5831\u3092\u53d6\u308a\u9664\u304f\u3068\u3044\u3046\u3053\u3068\u3060\u3002\u4f8b\u3048\u3070\u3001\u4e2d\u9053\u6d3e\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u660e\u78ba\u306a\u30b7\u30b0\u30ca\u30eb\u306f\u5c11\u306a\u304f\u306a\u308a\u3001\u4e2d\u9053\u6d3e\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\uff08\u8a18\u4e8b\uff09\u3092\u5171\u548c\u515a\u304b\u6c11\u4e3b\u515a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3044\u305a\u308c\u304b\u306b\u8ffd\u52a0\u3057\u305f\u5834\u5408\u3001\u5171\u548c\u515a\uff0f\u6c11\u4e3b\u515a\u306e\u30b9\u30d4\u30fc\u30c1\u5206\u985e\u5668\u306e\u7cbe\u5ea6\u3068\u6709\u7528\u6027\u304c\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u79c1\u305f\u3061\u306e\u4f8b\u3067\u306f\u3001\u4eba\u3005\u306e\u653f\u6cbb\u7684\u4fe1\u6761\u306f\u5358\u7d14\u306a\u515a\u662f\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u8907\u96d1\u3067\u3042\u308b\u305f\u3081\u3001\u3053\u308c\u306f\u7279\u306b\u96e3\u3057\u3044\u3002\u3055\u3089\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u4f5c\u5bb6\u3001\u8b1b\u6f14\u8005\u3001\u65b0\u805e\u793e\u304c\u516c\u5f0f\u306e\u515a\u662f\u3068\u306f\u7570\u306a\u308b\u610f\u898b\u3092\u6301\u3064\u3053\u3068\u306b\u306a\u308b\u3002\u3053\u306e\u4f8b\u3067\u306f\u3001\u4f8b\u3048\u3070\u6291\u3048\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u30ce\u30a4\u30ba\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u305d\u3046\u3060\uff1a <\/p>\n<ul>\n<li>\u65b0\u805e\u5404\u7d19\u306f\u3001\u7279\u5b9a\u306e\u554f\u984c\u306b\u95a2\u3057\u3066\u4fdd\u5b88\u5bc4\u308a\u304b\u30ea\u30d9\u30e9\u30eb\u5bc4\u308a\u304b\u3067\u7570\u306a\u308b\u3002<\/li>\n<li>\u540c\u3058\u51fa\u7248\u793e\u306e\u8a18\u8005\u540c\u58eb\u3067\u3042\u3063\u3066\u3082\u3001\u7279\u5b9a\u306e\u554f\u984c\u306b\u3064\u3044\u3066\u306f\u7279\u5b9a\u306e\u8a18\u8005\u306b\u3088\u3063\u3066\u898b\u89e3\u304c\u7570\u306a\u308b\u3002<\/li>\n<li>\u682a\u4e3b\u3084\u30aa\u30fc\u30ca\u30fc\u306f\u3001\u81ea\u5206\u305f\u3061\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u7279\u5b9a\u306e\u554f\u984c\u306b\u3064\u3044\u3066\u6559\u7fa9\u3092\u8aac\u304d\u3001\u7de8\u96c6\u30c1\u30fc\u30e0\u306b\u7279\u5b9a\u306e\u65b9\u6cd5\u3067\u554f\u984c\u3092\u53d6\u308a\u4e0a\u3052\u308b\u3088\u3046\u6307\u793a\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n<p>\u8003\u3048\u3089\u308c\u308b\u3059\u3079\u3066\u306e\u5909\u6570\u3092\u8003\u616e\u3059\u308b\u305f\u3081\u306e\u65b9\u6cd5\u8ad6\u3092\u5b9a\u7fa9\u3059\u308b\u306e\u306b\u4f55\u6642\u9593\u3082\u8cbb\u3084\u3059\u3053\u3068\u3082\u3067\u304d\u308b\u3060\u308d\u3046\u3002\u3067\u304d\u308b\u3060\u3051\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3059\u308b\u3002\u6587\u30ec\u30d9\u30eb\u3067\u304d\u308c\u3044\u306a\u30c7\u30fc\u30bf\u3092\u63a2\u3057\u3001\u8457\u8005\u3001\u51fa\u7248\u3001\u305d\u306e\u4ed6\u6355\u6349\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u8ffd\u8de1\u3059\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u4f5c\u6210\u3059\u308b\u3002 <\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Store_all_representative_data\"><\/span><strong>5. <\/strong><b>\u3059\u3079\u3066\u306e\u4ee3\u8868\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5341\u5206\u306a\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u304b\uff1f\u6211\u3005\u306e\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u51fa\u7248\u7269\u306e\u53e4\u3044\u8a18\u4e8b\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u8a18\u4e8b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u5404\u5206\u985e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u96c6\u3081\u308b\u3053\u3068\u306f\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3042\u308b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u3082\u3057\u305d\u3046\u3067\u306a\u3051\u308c\u3070\u3001Amazon Mechanical Turk\u3092\u5229\u7528\u3057\u3066\u30c7\u30fc\u30bf\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u304b\u3001\u3082\u3057\u3042\u306a\u305f\u306e\u65b9\u6cd5\u8ad6\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001\u30a4\u30f3\u30c9\u3084\u30de\u30b1\u30c9\u30cb\u30a2\u306e\u4eba\u3005\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u3066\u3082\u3089\u3044\u3001\u6708$1,000\u30c9\u30eb\u3092\u652f\u6255\u3063\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u3082\u3067\u304d\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_Store_background_data\"><\/span><strong>6. <\/strong><b>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5206\u985e\u3057\u305f\u3044\u3082\u306e\u306b\u95a2\u9023\u3059\u308b\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u30ed\u30d0\u30b9\u30c8\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u8a9e\u5f59\u3001\u4eba\u3001\u5834\u6240\u3001\u30c8\u30d4\u30c3\u30af\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002\u65b0\u3057\u3044\u8a9e\u5f59\u3001\u30c8\u30d4\u30c3\u30af\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u5206\u985e\u30e2\u30c7\u30eb\u3092\u3055\u3089\u3059\u3053\u3068\u3067\u3001\u5358\u8a9e\u9593\u306e\u56fa\u6709\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u3001\u6700\u521d\u306b\u4f5c\u6210\u3057\u305f\u30c7\u30fc\u30bf\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u3082\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u4e0b\u9662\u8b70\u54e1\u3084\u4e0b\u9662\u8b70\u54e1\u306e\u8457\u66f8\u3001\u30c4\u30a4\u30fc\u30c8\u3001\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u539f\u7a3f\u3001\u30b1\u30fc\u30d6\u30eb\u30fb\u30cb\u30e5\u30fc\u30b9\u756a\u7d44\u306e\u539f\u7a3f\u3001\u4e0b\u9662\u3067\u306e\u5bfe\u8a71\u306e\u539f\u7a3f\u3001\u7279\u5b9a\u306e\u8b70\u54e1\u304c\u66f8\u3044\u305f\u3001\u3042\u308b\u3044\u306f\u30b9\u30dd\u30f3\u30b5\u30fc\u3068\u306a\u3063\u305f\u6cd5\u6848\u3084\u6cd5\u5f8b\u306a\u3069\u3092\u5165\u624b\u3057\u305f\u3044\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u3059\u3079\u3066\u306e\u5909\u6570\u3092\u81ea\u5206\u3067\u30c6\u30b9\u30c8\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001ML\u304c\u6a5f\u80fd\u3059\u308b\u306e\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u554f\u984c\u3092\u3057\u3063\u304b\u308a\u5b9a\u7fa9\u3059\u308c\u3070\u3044\u3044\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_Store_the_raw_text_of_labeled_data_practice_redundancy\"><\/span><strong>7. <\/strong><b>\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u751f\u30c6\u30ad\u30b9\u30c8\u3092\u4fdd\u5b58\u3059\u308b\uff08\u5197\u9577\u6027\u306e\u7df4\u7fd2\uff09\u3002<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b89\u5168\u306e\u305f\u3081\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u305f\u30c7\u30fc\u30bf\u306e\u539f\u6587\u3092\u5e38\u306b\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3053\u3068\u3002\u4f8b\u3048\u3070\u3001\u8a18\u4e8b\u4e2d\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u305f\u3044\u30c7\u30fc\u30bf\u306e\u4ee3\u8868\u7684\u306a\u6587\u7ae0\u304c\u3042\u308b\u5834\u5408\u3001\u305d\u306e\u6587\u7ae0\u306e\u539f\u6587\u3068\u30e9\u30d9\u30eb\u3092\u5fc5\u305a\u4fdd\u5b58\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305f\u3068\u3048\u5197\u9577\u306a\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u3082\u3001\u3053\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u53d6\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3042\u306a\u305f\u306b\u611f\u8b1d\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"8_Map_your_data_from_start_to_finish_index_values\"><\/span><strong>8.\u30c7\u30fc\u30bf\u3092\u6700\u521d\u304b\u3089\u6700\u5f8c\u307e\u3067\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5024\uff09\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3059\u308b\u305f\u3081\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5024\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3092\u3088\u304f\u7406\u89e3\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u8a18\u4e8b\u306e\u6587\u7ae0\u3084\u6bb5\u843d\u3092\u4fdd\u5b58\u3059\u308b\u5834\u5408\u3001\u305d\u306e\u6587\u7ae0\u3084\u6bb5\u843d\u306e\u958b\u59cb\u4f4d\u7f6e\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5024\u304c\u3001\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u30bd\u30fc\u30b9\u306e\u5024\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5ff5\u306e\u305f\u3081\u3001\u6700\u521d\u306e\u6587\u3001\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u5024\u3001\u6700\u5f8c\u306e\u6587\u304b\u3089\u30c6\u30b9\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"9_Backup_your_data\"><\/span><strong>9.\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3053\u308c\u306f\u81ea\u660e\u306e\u3053\u3068\u3060\u308d\u3046\u3002\u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"10_Build_and_think_for_the_future\"><\/span><strong>10.\u5c06\u6765\u306e\u305f\u3081\u306b\u8003\u3048\u3001\u69cb\u7bc9\u3059\u308b\u3002<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u72b6\u6cc1\u306b\u3088\u3063\u3066\u306f\u3001\u5341\u5206\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u306e\u306b\u4f55\u5e74\u3082\u304b\u304b\u308b\u3002\u7279\u5b9a\u306e\u5206\u91ce\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u305f\u3044\u3068\u308f\u304b\u3063\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u89e3\u6c7a\u3057\u305f\u3044\u554f\u984c\u306b\u95a2\u9023\u3059\u308b\u30e9\u30d9\u30eb\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u306e\u3042\u308b\u30c7\u30fc\u30bf\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3092\u3067\u304d\u308b\u3060\u3051\u591a\u304f\u96c6\u3081\u59cb\u3081\u308b\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u6e96\u5099\u306f\u3044\u3044\u3067\u3059\u304b\uff1f\u79c1\u305f\u3061\u306e <a href=\"http:\/\/skimai.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/\">\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u4ed6\u306e\u4f5c\u54c1<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>10 Best Practices for Storing Labeled Data You just had your big idea. You read a lot, and you thought it would be interesting to have a classifier that labels a speaker\u2019s tone and determines their political affiliation. How would you begin to break down the problem so that you can use machine learning to do this prediction? We used this Pew Survey\u00a0\u00a0that used democratic and republican voters responses to the newspapers they trusted.Before you can even think about building a production ready machine learning model, you need to think about your data pipeline. This is the foundation on which a ML model runs and without a strong foundation, you [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2564,"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":[67,78],"tags":[94,85,92,79,84,93],"class_list":["post-2560","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ml-nlp","category-ai-project-management","tag-best-practices","tag-checklist","tag-data","tag-how-to","tag-machine-learning","tag-storage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>10 Best Practices for Storing Labeled Data - Skim AI<\/title>\n<meta name=\"description\" content=\"Ten best practices for storing labeled data for successful machine learning projects. 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