{"id":14260,"date":"2021-06-27T11:45:09","date_gmt":"2021-06-27T02:45:09","guid":{"rendered":"https:\/\/japan-dmc.org\/?p=14260"},"modified":"2022-12-21T15:04:52","modified_gmt":"2022-12-21T06:04:52","slug":"%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%81%ae%e4%bc%9a%e3%80%80%e7%ac%ac%e4%ba%8c%e5%9b%9e%e3%83%ac%e3%83%9d%e3%83%bc%e3%83%88%e3%80%8ccrisp-dm%e3%81%ae%e6%b5%81%e3%82%8c%e3%82%92%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/japan-dmc.org\/?p=14260","title":{"rendered":"\uff08\u5831\u544a\uff09\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4f1a\u3000\u7b2c\uff12\u56de\u300cCRISP-DM\u306e\u6d41\u308c\u3092\u5b66\u3076 -\u643a\u5e2f\u96fb\u8a71\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u5b9f\u8df5\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790-\u300d"},"content":{"rendered":"<div id=\"1624777372.000400\" class=\"c-virtual_list__item\" tabindex=\"-1\" role=\"listitem\" aria-expanded=\"false\" data-qa=\"virtual-list-item\">\n<div class=\"c-message_kit__background p-message_pane_message__message c-message_kit__message\" role=\"document\" data-qa=\"message_container\" data-qa-unprocessed=\"false\" data-qa-placeholder=\"false\">\n<div class=\"c-message_kit__hover\" role=\"document\" data-qa-hover=\"true\">\n<div class=\"c-message_kit__actions c-message_kit__actions--default\">\n<div class=\"c-message_kit__gutter\">\n<div class=\"c-message_kit__gutter__right\" data-qa=\"message_content\">\n<div class=\"c-message_kit__blocks c-message_kit__blocks--rich_text\">\n<div class=\"c-message__message_blocks c-message__message_blocks--rich_text\">\n<div class=\"p-block_kit_renderer\" data-qa=\"block-kit-renderer\">\n<div class=\"p-block_kit_renderer__block_wrapper p-block_kit_renderer__block_wrapper--first\">\n<div class=\"p-rich_text_block\" dir=\"auto\">\n<div class=\"p-rich_text_section\" style=\"text-align: right;\">\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4f1a\u30ea\u30fc\u30c0\u30fc\u30fb\u5bfa\u5185\u6f64\uff09<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"1624777534.002200\" class=\"c-virtual_list__item\" tabindex=\"-1\" role=\"listitem\" aria-expanded=\"false\" data-qa=\"virtual-list-item\">\n<div class=\"c-message_kit__background c-message_kit__background--hovered p-message_pane_message__message c-message_kit__message\" role=\"document\" data-qa=\"message_container\" data-qa-unprocessed=\"false\" data-qa-placeholder=\"false\">\n<div class=\"c-message_kit__hover c-message_kit__hover--hovered\" role=\"document\" data-qa-hover=\"true\">\n<div class=\"c-message_kit__actions c-message_kit__actions--above\">\n<div class=\"c-message_kit__gutter\">\n<div class=\"c-message_kit__gutter__left\">\n<div class=\"p-message_pane_message__compact_timestamp p-message_pane_message__compact_timestamp--light p-message_pane_message__compact_timestamp--adjacent\">&nbsp;<\/div>\n<\/div>\n<div class=\"c-message_kit__gutter__right\" data-qa=\"message_content\">\n<div class=\"c-message_kit__blocks c-message_kit__blocks--rich_text\">\n<div class=\"c-message__message_blocks c-message__message_blocks--rich_text\">\n<div class=\"p-block_kit_renderer\" data-qa=\"block-kit-renderer\">\n<div class=\"p-block_kit_renderer__block_wrapper p-block_kit_renderer__block_wrapper--first\">\n<div class=\"p-rich_text_block\" dir=\"auto\">\n<div class=\"p-rich_text_section\">\u7b2c\u4e00\u56de\u306e\u5165\u9580\u7de8\u306b\u7d9a\u304f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u790e\u7de8\u3068\u3057\u3066\u3001JDMC\u7814\u7a76\u54e1\u3067\u6771\u4eac\u7406\u79d1\u5927\u5b66\u7814\u7a76\u63a8\u9032\u6a5f\u69cb\u5ba2\u54e1\u7814\u7a76\u54e1\u306e\u690d\u677e\u5e78\u751f\u6c0f\u3092\u304a\u8fce\u3048\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u305d\u308c\u306b\u643a\u308f\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u5b9a\u7fa9\u306b\u3064\u3044\u3066\u306e\u5ea7\u5b66\u3068\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3092\u696d\u52d9\u3068\u3057\u3066\u884c\u3046\u305f\u3081\u306e\u6307\u6a19\u3068\u306a\u308b\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30bb\u30b9\u30e2\u30c7\u30eb\u3001CRISP-DM\uff08CRoss-Industry Standard Process for Data Mining\uff09\u306b\u6cbf\u3063\u305f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5b9f\u52d9\u3067\u884c\u3046\u6b73\u306e\u6ce8\u610f\u70b9\uff08\u30c7\u30fc\u30bf\u306b\u6f5c\u3080\u7f60\u3068\u8868\u73fe\u3055\u308c\u305f\uff09\u3092\u4f53\u9a13\u3059\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u3068\u3044\u3046\u8c6a\u83ef\u306a\uff12\u90e8\u69cb\u6210\u3067\u8b1b\u7fa9\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/div>\n<div>&nbsp;<\/div>\n<div 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class=\"p-rich_text_section\">\u3053\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306f\u3001\u5148\u306b\u7d39\u4ecb\u3055\u308c\u305fCRISP-DM\u306e\u30d7\u30ed\u30bb\u30b9\u30e2\u30c7\u30eb\u3068\u5fc5\u8981\u306a3\u3064\u306e\u30b9\u30ad\u30eb\u3092\u5f53\u3066\u306f\u3081\u3066\u3001\u53c2\u52a0\u8005\u306e\u7406\u89e3\u3092\u6df1\u3081\u3066\u3044\u304d\u306a\u304c\u3089\u9032\u884c\u3057\u3066\u3044\u304d\u307e\u3057\u305f\u3002Business Understanding\u306e\u90e8\u5206\u3067\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u3092\u7406\u89e3\u3057\u3066\u3001\u89e3\u6c7a\u3059\u3079\u304d\u554f\u984c\u3068\u305d\u308c\u306b\u5bfe\u3059\u308b\u6253\u3061\u624b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308a\u3001\u4eca\u56de\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306f\u300c\u57fa\u5730\u5c40\u306b\u3076\u3089\u4e0b\u304c\u3063\u3066\u3044\u308bUE\uff08\u63a5\u7d9a\u3057\u3066\u304f\u308b\u30c7\u30d0\u30a4\u30b9\uff09\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u63a8\u6e2c\u3057\u3001\u57fa\u5730\u5c40\u306e\u5236\u5fa1\u306b\u6d3b\u304b\u3059\u3053\u3068\u300d\u3092\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u76ee\u7684\u3068\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u307e\u3057\u305f\u3002<\/div>\n<div>&nbsp;<\/div>\n<div class=\"p-rich_text_section\">\u57fa\u5730\u5c40\u6bce\u306b\u63a5\u7d9a\u3057\u3066\u304f\u308bUE\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u30c7\u30d0\u30a4\u30b9\u306b\u5bfe\u3059\u308b\u5236\u5fa1\u304c\u5fc5\u8981\u306a\u57fa\u5730\u5c40\u306a\u306e\u304b\u306f\u91cd\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u305d\u3053\u3092\u3057\u3063\u304b\u308a\u3068\u76ee\u7684\u3068\u3057\u3066\u6349\u3048\u305f\u4e0a\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3078\u5165\u3063\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308a\u3001\u307e\u3055\u306b\u30d3\u30b8\u30cd\u30b9\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u90e8\u5206\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u6b21\u306bData Understanding\u306e\u90e8\u5206\u3067\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u3075\u3055\u308f\u3057\u3044\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u3001\u305d\u306e\u7279\u5fb4\u3092\u628a\u63e1\u3057\u3066\u3044\u304f\u30d7\u30ed\u30bb\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/div>\n<div>&nbsp;<\/div>\n<div class=\"p-rich_text_section\">\u5b9f\u969b\u306b\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u53ef\u8996\u5316\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u628a\u63e1\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u5f62\u3067\u53c2\u52a0\u8005\u304c\u624b\u3092\u52d5\u304b\u3057\u306a\u304c\u3089\u4f53\u9a13\u3059\u308b\u3053\u3068\u3068\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u3042\u3048\u3066\u30c7\u30fc\u30bf\u306b\u4e0d\u5099\u304c\u3042\u308b\u72b6\u614b\uff08\u30c7\u30fc\u30bf\u306b\u7f60\u304c\u6f5c\u3093\u3067\u3044\u308b\u72b6\u614b\uff09\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u6574\u5f62\u3057\u306a\u304c\u3089\u7c21\u5358\u306a\u7d71\u8a08\u3092\u898b\u308b\u307e\u3067\u3067\u306f\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068\u3092\u5b9f\u611f\u3067\u304d\u308b\u69cb\u6210\u3068\u306a\u308b\u5de5\u592b\u304c\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u30012\u6642\u9593\u306e\u67a0\u7d44\u307f\u3067\u5b9f\u65bd\u9802\u3044\u305f\u3053\u3068\u3082\u308a\u3001\u8b1b\u7fa9\u306e\u4e2d\u3067\u306f\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u306e\u5185\u5bb9\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/div>\n<div>&nbsp;<\/div>\n<div 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class=\"p-rich_text_section\">\u8b1b\u7fa9\u9802\u3044\u305f\u690d\u677e\u69d8\u3001\u3054\u53c2\u52a0\u9802\u3044\u305f\u7686\u69d8\u306b\u611f\u8b1d\u3057\u3064\u3064\u3001\u8981\u671b\u306e\u5927\u304d\u304b\u3063\u305f\u300c\u7d71\u8a08\u7de8\u300d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u518d\u5ea6\u304a\u529b\u6dfb\u3048\u3092\u9802\u3051\u305f\u3089\u3068\u601d\u3044\u307e\u3059\u3002<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>&nbsp;<\/div>\n<div class=\"c-message__message_blocks c-message__message_blocks--rich_text\">\n<div>\n<p>&nbsp;<\/p>\n<p>\uff1c\u4e3b\u306a\u30a2\u30f3\u30b1\u30fc\u30c8\uff1e<\/p>\n<ul>\n<li>\u30fb\u6ce5\u81ed\u3044\u304a\u4ed5\u4e8b\u3002Python\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5730\u56f3\u4e0a\u3078\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u3064\u3044\u3066\u697d\u3057\u304f\u5b66\u3070\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u30cf\u30f3\u30ba\u30aa\u30f3\u306f\u521d\u4f53\u9a13\u3067\u3059\u304c\u3001\u3044\u3044\u3067\u3059\u306d\u3002<\/li>\n<li>\u6539\u3081\u3066\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u76ee\u7684\u91cd\u8996\u3002\u305d\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u529b\u304c\u5fc5\u8981\u3060\u3068\u3044\u3046\u3053\u3068\u3092\u7406\u89e3\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9BI\u7684\u306a\u5206\u6790\u6848\u4ef6\u3078\u306e\u95a2\u4e0e\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u696d\u52d9\u3068\u3057\u3066\u643a\u308f\u3063\u3066\u304d\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u305d\u306e\u76f8\u9055\u70b9\u306a\u3069\u306b\u3082\u7126\u70b9\u3092\u5f53\u3066\u3001\u5b66\u3093\u3067\u307f\u305f\u3044\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/li>\n<li>\u6700\u521d\u306e\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089\u9802\u304f\u3068\u3053\u308d\u304b\u3089\u5b9f\u969b\u306e\u5206\u6790\u307e\u3067\u306e\u3084\u308a\u53d6\u308a\u306a\u3069\u975e\u5e38\u306b\u305f\u3081\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5fc5\u8981\u306a3\u3064\u306e\u80fd\u529b\u306b\u3064\u3044\u3066\u30d3\u30b8\u30cd\u30b9\u529b\u30fb\u30a8\u30f3\u30b8\u30cb\u30a2\u529b\u30fb\u7d71\u8a08\u529b\u306e3\u3064\u304c\u5fc5\u8981\u3060\u3068\u3044\u3046\u306e\u306f\u524d\u304b\u3089\u611f\u3058\u3066\u3044\u305f\u3053\u3068\u3060\u3063\u305f\u306e\u3067\u3001\u3068\u3066\u3082\u7d0d\u5f97\u304c\u3044\u304d\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u6c42\u3081\u3089\u308c\u308b3\u3064\u306e\u80fd\u529b\u306b\u95a2\u3057\u3066\u3001\u4e0d\u8db3\u306e\u3042\u308b\u529b\u306b\u3064\u3044\u3066\u306f\u305d\u306e\u5206\u91ce\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u305f\u65b9\u304c\u826f\u3044\u3068\u3044\u3046\u70b9\u3092\u4eca\u5f8c\u610f\u8b58\u3057\u3066\u3001\u7a4d\u6975\u7684\u306b\u5b9f\u8df5\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u30a8\u30f3\u30b8\u30cb\u30a2\u529b\u3001\u7d71\u8a08\u529b\u3001\u30d3\u30b8\u30cd\u30b9\u529b\u306e\uff13\u3064\u304c\u5fc5\u8981\u3068\u3044\u3046\u304a\u8a71\u3067\u3057\u305f\u304c\u3001\u5f0a\u793e\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u529b\u3001\u7d71\u8a08\u529b\u3092\u6301\u3064\u4eba\u304c\u5727\u5012\u7684\u306b\u4e0d\u8db3\u3057\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u5916\u304b\u3089\u652f\u63f4\u3092\u53d7\u3051\u308b\u306e\u304c\u4e00\u756a\u65e9\u3044\u306e\u3067\u3059\u304c\u3001\u3067\u304d\u308c\u3070\u793e\u5185\u306b\u305d\u306e\u3088\u3046\u306a\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u3092\u5897\u3084\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u672c\u8b1b\u7fa9\u3067\u6271\u3063\u3066\u3044\u305f\u57fa\u5730\u5c40\u306e\u30c7\u30fc\u30bf\u306f\u521d\u3081\u3066\u6271\u3046\u30c7\u30fc\u30bf\u3067\u3057\u305f\u304c\u3001\u521d\u3081\u3066\u6271\u3046\u304b\u3089\u3053\u305d\u3001\u4eca\u56de\u306e\u30c6\u30fc\u30de\u3067\u3082\u3042\u3063\u305f\u3001\u30d3\u30b8\u30cd\u30b9\u30c9\u30e1\u30a4\u30f3\u306e\u7406\u89e3\u306e\u91cd\u8981\u3055\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u7406\u89e3\u3068\u30c7\u30fc\u30bf\u306e\u7406\u89e3\u306f\u884c\u304d\u6765\u3057\u306a\u304c\u3089\u8ab2\u984c\u3092\u660e\u78ba\u306b\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u3084\u308a\u65b9\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u9593\u9055\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u3066\u3088\u304b\u3063\u305f\u3067\u3059\u3002<\/li>\n<li>\u4e00\u756a\u5927\u4e8b\u306a\u306e\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u7406\u89e3\u3067\u3042\u308b\u3053\u3068\u3002\u30d3\u30b8\u30cd\u30b9\u76ee\u7684\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306e\u624b\u6bb5\u3068\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3002\u305d\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3082\u3001\u6700\u7d42\u7684\u306b\u306f\u4f55\u304b\u3057\u3089\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u7e4b\u3052\u308b\u3082\u306e\u3067\u306a\u3044\u3068\u610f\u5473\u304c\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3002<\/li>\n<li>\u6628\u4eca\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u304c\u3042\u308b\u4e2d\u3067\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3082\u5fc5\u8981\u306a\u7406\u7531\u3092\u77e5\u308c\u305f\u306e\u304c\u3088\u304b\u3063\u305f\u3067\u3059\u3002\u500b\u4eba\u7684\u306b\u306a\u3093\u3068\u306a\u304f\u91cd\u8981\u3060\u3068\u306f\u601d\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u306e\u8aac\u660e\u3092\u53d7\u3051\u3066\u7d0d\u5f97\u3067\u304d\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3067\u3082\u30d3\u30b8\u30cd\u30b9\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068\u3092\u6539\u3081\u3066\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u4ed5\u4e8b\u306e\u5927\u90e8\u5206\u304c\u30c7\u30fc\u30bf\u524d\u6e96\u5099\u3068\u3044\u3046\u306e\u306f\u3001\u4f55\u5ea6\u3082\u66f8\u7c4d\u3084\u7814\u4fee\u3092\u901a\u3058\u3066\u898b\u805e\u304d\u3057\u3066\u3044\u305f\u304c\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u901a\u3058\u3066\u5b9f\u611f\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u307e\u305f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u529b\u304c\u5fc5\u9808\u3067\u3042\u308b\u3053\u3068\u3082\u518d\u78ba\u8a8d\u3067\u304d\u305f\u306e\u3067\u3001\u5f15\u304d\u7d9a\u304d\u5b66\u7fd2\u3092\u9032\u3081\u308b\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u9ad8\u3081\u308b\u7814\u4fee\u3092\u53d7\u3051\u3089\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/li>\n<li>\u30fb\u5b9f\u969b\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3067\u304b\u3064\u3001\u307e\u305f\u305d\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u9078\u3070\u308c\u305f\u643a\u5e2f\u96fb\u8a71\u306e\u30c7\u30fc\u30bf\u3068\u3044\u3046\u306e\u304c\u3001\u8b1b\u5e2b\u306e\u690d\u677e\u3055\u3093\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3068\u3082\u4e00\u81f4\u3057\u3066\u304a\u308a\u3001\u984c\u6750\u304c\u826f\u304b\u3063\u305f\u69d8\u306b\u611f\u3058\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u65b9\u306b\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u304c\u3042\u308b\u7a0b\u5ea6\u306a\u3044\u3068\u3057\u3093\u3069\u3044\u3068\u611f\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u5c02\u9580\u5bb6\u3068\u5354\u50cd\u3059\u308b\u306b\u305b\u3088\u3001\u304d\u3061\u3093\u3068\u8a71\u3092\u3059\u308b\u305f\u3081\u306b\u8a00\u8449\u306e\u610f\u5473\u3084\u57fa\u672c\u6982\u5ff5\u306f\u62bc\u3055\u3048\u3066\u304a\u304b\u306a\u3044\u3068\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u524d\u56de\u306e\u8b1b\u7fa9\u3068\u3082\u95a2\u9023\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4e0a\u3067\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306e\u91cd\u8981\u6027\u3092\u518d\u8a8d\u8b58\u3057\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3067\u5177\u4f53\u7684\u306b\u3069\u3093\u306a\u3053\u3068\u3092\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u307e\u305f\u3001\u3069\u3093\u306a\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3063\u3066\u3044\u308b\u306e\u304b\u3001\u4f53\u611f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/li>\n<li>\u3044\u305f\u3060\u3044\u305f\u30bd\u30fc\u30b9\u3092\u5fdc\u7528\u3057\u3066\u793e\u5185\u306e\u30c7\u30fc\u30bf\u3067\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002iPhone\u3067\u306e\u5229\u7528\u57fa\u5730\u5c40\u306e\u78ba\u8a8d\u3084OpenCelliD\u306e\u30b5\u30a4\u30c8\u7b49\u3001\u9069\u5b9c\u6d3b\u7528\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/li>\n<li>\u521d\u3081\u3066\u6271\u3046\u30c7\u30fc\u30bf\u3067\u3057\u305f\u304c\u3001\u305d\u3082\u305d\u3082\u306e\u57fa\u5730\u5c40\u306e\u5f79\u5272\u306a\u3069\u77e5\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u3069\u3046\u3044\u3063\u305f\u4f7f\u3044\u65b9\u306e\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306a\u306e\u304b\u5c11\u3057\u7406\u89e3\u304c\u6df1\u307e\u308a\u307e\u3057\u305f\u3002\u99b4\u67d3\u307f\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3057\u305f\u306e\u3067\u30d0\u30a4\u30a2\u30b9\u304c\u304b\u304b\u3089\u305a\u3001\u304b\u3068\u3044\u3063\u3066\u5168\u304f\u7406\u89e3\u3067\u304d\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3082\u306a\u304b\u3063\u305f\u306e\u3067\u8ab2\u984c\u3092\u898b\u3064\u3051\u3084\u3059\u3044\u30b5\u30f3\u30d7\u30eb\u3067\u3057\u305f\u3002<\/li>\n<li>python\u3067\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u51e6\u7406\u306e\u6d41\u308c\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u6d41\u308c\u304c\u5b9f\u8df5\u3067\u304d\u305d\u3046\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u8a73\u3057\u304f\u8aac\u660e\u3044\u305f\u3060\u3044\u305f\u306e\u3067\u3001\u5b9f\u8df5\u7de8\u306e\u6d41\u308c\u304c\u5206\u304b\u308a\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u306e\u969b\u306b\u306f\u30d3\u30b8\u30cd\u30b9\u7406\u89e3\u304c\u91cd\u8981\u3060\u3068\u3044\u3046\u3053\u3068\u3092\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u7c21\u5358\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u30de\u30c3\u30d4\u30f3\u30b0\u8868\u793a\u304c\u53ef\u80fd\u306b\u306a\u308b\u306e\u3060\u3068\u3001python\u30fbGoogle\u30b3\u30e9\u30dc\u306e\u53ef\u80fd\u6027\u306e\u5927\u304d\u3055\u3092\u611f\u3058\u307e\u3057\u305f\u3002\u30b3\u30ed\u30ca\u798d\u3067\u3082\u305d\u3046\u3067\u3059\u304c\u5730\u56f3\u60c5\u5831\u306f\u4eca\u5f8c\u3082\u6d3b\u7528\u3067\u304d\u305d\u3046\u306a\u306e\u3067\u3001\u4eca\u56de\u3044\u305f\u3060\u3044\u305f\u30bd\u30fc\u30b9\u3092\u518d\u78ba\u8a8d\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u666e\u6bb5\u4f7f\u7528\u3057\u3066\u3044\u308b\u643a\u5e2f\u901a\u4fe1\u7db2\u306e\u88cf\u5074\u3092\u77e5\u308c\u3066\u3001\u5358\u7d14\u306b\u9762\u767d\u304b\u3063\u305f\u3067\u3059\u3002<\/li>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u304c\u62c5\u4fdd\u3067\u304d\u308c\u3070\u30d3\u30b8\u30cd\u30b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/li>\n<li>\u300cfolium\u300d\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u3067\u304d\u3066\u304a\u3089\u305a\u30cf\u30f3\u30ba\u30aa\u30f3\u306b\u53c2\u52a0\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u753b\u9762\u3092\u898b\u306a\u304c\u3089\u8aac\u660e\u3092\u805e\u304f\u3053\u3068\u3067\u7406\u89e3\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u304a\u8a71\u3092\u565b\u307f\u3057\u3081\u305f\u3046\u3048\u3067\u3001\u4eca\u56de\u304a\u8a71\u3092\u805e\u3051\u306a\u304b\u3063\u305f\u5206\u6790\u30fb\u8a55\u4fa1\u3068\u3044\u3046\u90e8\u5206\u306e\u8a71\u3082\u805e\u304d\u305f\u3044\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u304c\u793a\u3059\u4e8b\u5b9f\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u69d8\u306b\u7406\u89e3\u3059\u308b\u304b\u3068\u3044\u3046\u70b9\u3067\u3001\u7d71\u8a08\u529b\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8996\u70b9\u3060\u3051\u3067\u306a\u304f\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u8996\u70b9\u306a\u3069\u7570\u306a\u308b\u8996\u70b9\u3084\u5c02\u9580\u6027\u3092\u6301\u3063\u305f\u4ed6\u8005\u3092\u5dfb\u304d\u8fbc\u307f\u3001\u691c\u8a3c\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u306a\u3093\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/li>\n<li>\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306f\u521d\u3081\u3066\u3060\u3063\u305f\u306e\u3067\u3001\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u5206\u6790\u307e\u3067\u306e\u6d41\u308c\u3092\u5b66\u7fd2\u3067\u304d\u305f\u3002<\/li>\n<li>Jupyter\u306f\u524d\u304b\u3089\u89e6\u3063\u3066\u307f\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u306a\u304c\u3089\u3001\u4eca\u307e\u3067\u306a\u304b\u306a\u304b\u6a5f\u4f1a\u3092\u4f5c\u308c\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u89e6\u308b\u3053\u3068\u304c\u3067\u304d\u826f\u304b\u3063\u305f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5b9f\u52d9\u3067\u3082\u7a4d\u6975\u7684\u306b\u4f7f\u3048\u3066\u3044\u3051\u305f\u3089\u3068\u601d\u3044\u307e\u3059\u3002<\/li>\n<li>\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3069\u3046\u9032\u3081\u308b\u304b\u306e\u30a4\u30e1\u30fc\u30b8\u304c\u3064\u304d\u307e\u3057\u305f\u3002\u4eca\u65e5\u307f\u305f\u3044\u306a\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u308b\u4e0a\u3067\u306f\u3001\u4f55\u5ea6\u3082\u5c02\u9580\u5bb6\u306e\u65b9\u3068\u30e9\u30ea\u30fc\u3057\u306a\u304c\u3089\u9032\u3081\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u60f3\u50cf\u3067\u304d\u307e\u3057\u305f\u3002<\/li>\n<li>\u5206\u6790\u5bfe\u8c61\u304c\u30d3\u30c3\u30af\u30c7\u30fc\u30bf\u3068\u306a\u308b\u3068\u3064\u3044\u9ad8\u5ea6\u306a\u4e88\u6e2c\u8ab2\u984c\u306b\u76ee\u304c\u884c\u304d\u304c\u3061\u3067\u3059\u304c\u3001\u307e\u305a\u306f\u30df\u30af\u30ed\u306a\u8996\u70b9\u3067\u4e01\u5be7\u306b\u30c7\u30fc\u30bf\u89e3\u91c8\u3092\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u304c\u3088\u304f\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u305f\u3068\u3048AutoML\u3092\u4f7f\u3063\u3066\u4f55\u304b\u3057\u3089\u306e\u7d50\u679c\u304c\u51fa\u305f\u3068\u3057\u3066\u3082\u3053\u306eEDA\u3092\u3059\u3063\u98db\u3070\u3059\u3068\u7d50\u679c\u306e\u6b63\u3057\u3044\u8a55\u4fa1\u3082\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3092\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u306e\u6301\u3064\u610f\u5473\u3092\u5480\u56bc\u3059\u308b\u30d5\u30a7\u30fc\u30ba\u304c\u5927\u4e8b\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u624b\u623b\u308a\u3092\u767a\u751f\u3055\u305b\u306a\u3044\u305f\u3081\u306b data understanding \u3092\u3069\u306e\u3088\u3046\u306a\u89b3\u70b9\u304b\u3089\u884c\u3063\u305f\u3089\u3088\u3044\u306e\u304b\u3001\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u3092\u6271\u3044\u306a\u304c\u3089\u4f53\u611f\u3067\u304d\u305f\u3053\u3068\u3067\u7406\u89e3\u304c\u6df1\u307e\u308a\u307e\u3057\u305f\u3002\u4eca\u5f8c\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306b\u3088\u308a\u4e00\u5c64\u6c17\u3092\u3064\u3051\u3066\u3044\u304d\u305f\u3044\u3067\u3059\u3002<\/li>\n<li>\u7591\u554f\u70b9\u304c\u3042\u308c\u3070\u53ef\u8996\u5316\u3057\u3066\u3076\u3064\u3051\u308b\u3068\u3044\u3046\u306e\u306f\u5927\u4e8b\u3060\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u5f0a\u793e\u3082\u6708\u6b21\u3067\u69d8\u3005\u306a\u6570\u5b57\u304c\u7d4c\u55b6\u4f01\u753b\u90e8\u306b\u96c6\u307e\u3063\u3066\u304f\u308b\u306e\u3067\u3059\u304c\u3001\u6570\u5b57\u3060\u3051\u307f\u3066\u3082\u76f4\u611f\u7684\u306b\u5206\u304b\u3089\u306a\u3044\u30fb\u4f1d\u308f\u308a\u306b\u304f\u3044\u3068\u5e38\u3005\u601d\u3063\u3066\u3044\u305f\u306e\u3067\u3002<\/li>\n<li>\u643a\u5e2f\u306e\u30a2\u30af\u30bb\u30b9\u30dd\u30a4\u30f3\u30c8\u306e\u4f4d\u7f6e\u3068\u5b9f\u969b\u306b\u96fb\u6ce2\u3092\u62fe\u3046\u4f4d\u7f6e\u304c\u5165\u308a\u4e71\u308c\u3066\u3044\u305f\u3051\u3069\u6b63\u3057\u305d\u3046\u3068\u3044\u3046\u306e\u304c\u304a\u3082\u3057\u308d\u304b\u3063\u305f\u3067\u3059\u3002<\/li>\n<li>\u5b9f\u52d9\u306b\u8fd1\u3044\u5f62\u3067\u5206\u6790\u30d5\u30ed\u30fc\u3092\u4f53\u9a13\u3067\u304d\u305f\u3068\u611f\u3058\u3001\u5927\u5909\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002\u6539\u3081\u3066\u3001\u5c02\u9580\u5bb6\u3068\u5bc6\u306b\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308a\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u6df1\u3081\u3066\u3044\u304f\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u611f\u3058\u307e\u3057\u305f\u3002<\/li>\n<li>\u307e\u305f\u3001\u7570\u5e38\u5024\u3092\u7570\u5e38\u5024\u3068\u3057\u3066\u691c\u77e5\u3059\u308b\u305f\u3081\u306b\u307e\u305a\u306f\u6570\u5024\u306e\u6b63\u78ba\u6027\u3092\u7591\u3063\u3066\u639b\u304b\u308b\u3053\u3068\u3092\u5b9f\u8df5\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/li>\n<li>\u73fe\u72b6Data understanding\u306e\u70ba\u306e\u6642\u9593\u304c\u5168\u304f\u8db3\u308a\u3066\u3044\u306a\u3044\u3068\u611f\u3058\u305f\u306e\u3067\u898b\u76f4\u3057\u3066\u3044\u304d\u305f\u3044\u3002\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u7b49\u3001\u5b9f\u969b\u306b\u3042\u308a\u305d\u3046\u306a\u30a8\u30e9\u30fc\u306e\u30ea\u30ab\u30d0\u30ea\u30fc\u3092\u30c6\u30fc\u30de\u306b\u3055\u308c\u3066\u3044\u3066\u5927\u5909\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u666e\u6bb5\u306fSQL\u3067data preparation\u3092\u304a\u3053\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001python\u306f\u3042\u307e\u308a\u4f7f\u308f\u306a\u3044\u306e\u3067\u3059\u304c\u30d3\u30b8\u30cd\u30b9\u7406\u89e3\u3068\u30c7\u30fc\u30bf\u306e\u7406\u89e3\u306e\u3042\u305f\u308a\u3067\u306f\u6d3b\u7528\u3067\u304d\u305d\u3046\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u5730\u56f3\u4e0a\u306bplot\u3057\u3066\u306e\u53ef\u8996\u5316\u304c\u5206\u304b\u308a\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002\u7def\u5ea6\u7d4c\u5ea6\u304c\u542b\u307e\u308c\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306b\u306ffolium\u3092\u6d3b\u7528\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u3060\u30c7\u30fc\u30bf\u3092\u4fe1\u3058\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u304c\u6301\u3064\u610f\u5473\u3092\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3092\u5b66\u3073\u307e\u3057\u305f\u3002<\/li>\n<li>python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3057\u305f\u4e8b\u304c\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u899a\u3048\u3066\u3057\u307e\u3048\u3070SQL\u3084BI\u30c4\u30fc\u30eb\u4e0a\u3067\u5b9f\u65bd\u3059\u308b\u3088\u308a\u3082\u7c21\u5358\u306a\u5370\u8c61\u3092\u53d7\u3051\u307e\u3057\u305f\u3002<\/li>\n<li>\u5206\u6790\u306e\u524d\u6bb5\u968e\u3067\u5fc5\u8981\u3068\u306a\u308b\u30d7\u30ed\u30bb\u30b9\u306b\u3064\u3044\u3066\u3001\u3068\u3066\u3082\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u5168\u4f53\u3092\u901a\u3058\u3066\u697d\u3057\u304b\u3063\u305f\u3067\u3059\u3002\u4f8b\u984c\u3001\u30cf\u30f3\u30ba\u30aa\u30f3\u3068\u3082\u306b\u826f\u304b\u3063\u305f\u3067\u3059\u3002<\/li>\n<li>\u7d9a\u7de8\u3068\u3057\u3066\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u90e8\u5206\u3060\u3051\u3067\u306a\u304f\u3001\u6700\u521d\uff08\u76ee\u7684\u306e\u660e\u78ba\u5316\uff09\u304b\u3089\u6700\u5f8c\uff08\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\uff09\u307e\u3067\u6570\u56de\u306b\u5206\u3051\u3066\u5b9f\u65bd\u9802\u3051\u308b\u3068\u3002\u3002\u3002<\/li>\n<li>\u6700\u5f8c\u306b\u304a\u8a71\u3092\u4f3a\u3063\u3066\u3001\u3084\u306f\u308a\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u308b\u3093\u3060\u306a\u3068\u601d\u3044\u3064\u3064\u3082\u3001\u6b63\u78ba\u306b\u306f\u300c\u6642\u9593\u3092\u3010\u304b\u3051\u3066\u3044\u308b\u3011\u300d\u3068\u53d7\u3051\u6b62\u3081\u308b\u65b9\u304c\u6b63\u3057\u3044\u306e\u3060\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u9069\u5207\u306a\u76ee\u7684\u8a2d\u5b9a\u304c\u3042\u308b\u524d\u63d0\u3067\u3001\u305d\u306e\u5206\u6790\u306e\u30ad\u30fc\u3068\u306a\u308b\u30c7\u30fc\u30bf\u9805\u76ee\u306f\u300c\u8aa4\u3063\u3066\u3044\u308b\u524d\u63d0\u300d\u3067\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3001\u305d\u308c\u304c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u300c\u8cac\u4efb\u300d\u3060\u3068\u8003\u3048\u3066\u3044\u308b\u3001\u3068\u3044\u3063\u305f\u304a\u8a00\u8449\u306f\u30ba\u30b7\u30ea\u3068\u91cd\u307f\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u304c\u6700\u3082\u52b9\u679c\u7684\u306b\u91cd\u306a\u308b\u90e8\u5206\u306f\u3069\u3053\u306b\u3042\u308b\u306e\u304b\u30fb\u30fb\u30fb\u3068\u3044\u3046\u30c6\u30fc\u30de\u3092\u3044\u305f\u3060\u3044\u305f\u3088\u3046\u306b\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u76ee\u7684\u3092\u6301\u3063\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u305f\u308a\u3001\u30d7\u30ec\u30d1\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u308a\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u304c\u6b20\u304b\u305b\u306a\u3044\u3068\u3044\u3046\u306e\u306f\u3088\u304f\u7406\u89e3\u3067\u304d\u305f\u304c\u3001\u4e00\u65b9\u3067\u3001\u524d\u6708\u306e\u8b1b\u7fa9\u3067\u3082\u3042\u3063\u305f\u69d8\u306b\u4e0d\u63c3\u3044\u3084\u4e0d\u78ba\u304b\u3067\u3042\u3063\u3066\u3082\u3001\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001\u898b\u305b\u3066\u3044\u304f\u3053\u3068\u3082\u5fc5\u8981\u3067\u3001\u305d\u306e\u30d0\u30e9\u30f3\u30b9\u53d6\u308a\u304c\u96e3\u3057\u3044\u3068\u3082\u611f\u3058\u307e\u3057\u305f\u3002<\/li>\n<li>\u5b9f\u969b\u306e\u5206\u6790\u306b\u5165\u308b\u524d\u3001\u5206\u6790\u3092\u59cb\u3081\u3066\u63d0\u51fa\u3059\u308b\u307e\u3067\u306b\u305f\u3060\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u306e\u5bfe\u8a71\u304c\u5fc5\u8981\u306a\u3093\u3060\u3068\u6c17\u4ed8\u304d\u307e\u3057\u305f\u3002<\/li>\n<li>\u975e\u5e38\u306b\u591a\u304f\u3092\u5b66\u3070\u305b\u3066\u3044\u305f\u3060\u304d\u3001\u3068\u3066\u3082\u3088\u304b\u3063\u305f\u3067\u3059\u3002<\/li>\n<li>\u4eca\u56de\u306e\u8b1b\u7fa9\u3067\u4ed8\u9332\u3068\u306a\u3063\u3066\u3044\u305f\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u8a55\u4fa1\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u90e8\u5206\u306e\u8b1b\u7fa9\u3082\u305c\u3072\u53d7\u3051\u305f\u3044\u3067\u3059\u3002<\/li>\n<li>\u4e01\u5be7\u306b\u30cf\u30f3\u30ba\u30aa\u30f3\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u3092\u89e6\u308c\u305f\u3053\u3068\u3067\u5177\u4f53\u7684\u306a\u4f5c\u696d\u30a4\u30e1\u30fc\u30b8\u304c\u4ed8\u304d\u307e\u3057\u305f\u3002folium\u3082\u521d\u3081\u3066\u77e5\u308a\u307e\u3057\u305f\u304c\u4fbf\u5229\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u8b1b\u7fa9\u5185\u5bb9\u306b\u3064\u3044\u3066\u3082\u5185\u5bb9\u306b\u7d0d\u5f97\u611f\u304c\u3042\u308a\u3001\u5927\u5909\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3000\u86c7\u8db3\u3067\u3059\u304c\u3001\u79c1\u306fGoogle Colab\u3067\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u3084\u308b\u3068\u304d\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u76f4\u63a5\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\uff08Google Drive\u306e\u30de\u30a6\u30f3\u30c8\u306f\u305b\u305a\uff09\u3057\u3066\u3082\u3089\u3063\u3066\u307e\u3059\u3002\u30d5\u30a9\u30eb\u30c0\u306f\u30a2\u30c3\u30d7\u3067\u304d\u306a\u3044\u306e\u3067zip\u3067\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u304b\u3089unzip\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u30de\u30a6\u30f3\u30c8\u3059\u308b\u3088\u308a\u53c2\u52a0\u8005\u306e\u64cd\u4f5c\u3092\u7d71\u4e00\u3057\u3084\u3059\u304f\u82e5\u5e72\u30c8\u30e9\u30d6\u30eb\u5c11\u306a\u3044\u6c17\u3082\u3057\u307e\u3059\u3002<\/li>\n<li>\u5225\u306e\u7528\u4e8b\u3067\u547c\u3073\u51fa\u3055\u308c\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3001\u672c\u5f53\u306e\u6700\u521d\u3067\u9000\u5e2d\u3068\u306a\u308a\u6b8b\u5ff5\u3067\u3057\u305f\u30fb\u30fb\u30fb<\/li>\n<li>\u3068\u3066\u3082\u697d\u3057\u307f\u306b\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u8cc7\u6599\u914d\u5e03\u3044\u305f\u3060\u3044\u305f\u306e\u3067\u3067\u304d\u308b\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u304c\u3093\u3070\u3063\u3066\u307f\u307e\u3059\uff01<\/li>\n<li>\u975e\u5e38\u306b\u304a\u3082\u3057\u308d\u3044\u8b1b\u7fa9\u3067\u3001\u3042\u3063\u3068\u3044\u3046\u9593\u306b\u6642\u9593\u304c\u904e\u304e\u3066\u3044\u304d\u307e\u3057\u305f\u3002data preparation \u3084 modeling\u3001evaluation \u306b\u95a2\u3057\u3066\u3082\u3001\u4eca\u56de\u306e\u3088\u3046\u306b\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u3092\u89e6\u308a\u306a\u304c\u3089\u304a\u8a71\u3092\u805e\u304f\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u3068\u5f37\u304f\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u300c\u30c7\u30fc\u30bf\u306f\u7591\u3063\u3066\u304b\u3089\u3067\u306a\u3044\u3068\u4fe1\u7528\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u523a\u3055\u308a\u307e\u3057\u305f\u3002\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u901a\u3058\u3066\u601d\u3046\u4ee5\u4e0a\u306b\u6ce5\u81ed\u3044\u3053\u3068\u3092\u3057\u3066\u3044\u308b\u306a\u3001\u3053\u3093\u306a\u4e8b\u4e16\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u307f\u3093\u306a\u3057\u3066\u308b\u306e\u304b\u306a\uff1f(\u3082\u3063\u3068\u30b5\u30e9\u30c3\u3068\u3067\u304d\u3061\u3083\u3046\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3068\u304b\u4f7f\u3063\u3066\u308b\u3093\u3058\u3083\u306a\u3044\u306e\uff1f)\u3068\u601d\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u304d\u3063\u3068\u3055\u308c\u3066\u308b\u3093\u3067\u3057\u3087\u3046\u306d\u3002<\/li>\n<li>\u307e\u305f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u306f\u4eba\u305d\u308c\u305e\u308c\u74b0\u5883\u304c\u9055\u3046\u306e\u3067\u4e88\u60f3\u4ee5\u4e0a\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u5927\u5909\u3060\u306a\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u690d\u677e\u3055\u3093\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u5927\u5909\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002CRISP-DM\u306e\u6d41\u308c\u306e\u524d\u534a\u90e8\u5206\u306e\u78ba\u8a8d\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u51fa\u53e3\u8a2d\u8a08\u306a\u3069\u306e\u90e8\u5206\u3082\u3042\u308b\u3068\u826f\u304b\u3063\u305f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u77ed\u6642\u9593\u3067\u5185\u5bb9\u306e\u6fc3\u3044\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u3057\u305f\u3002\u672c\u5f53\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u5b9f\u696d\u52d9\u306b\u6d3b\u304b\u305b\u308b\u5185\u5bb9\u3067\u3068\u3066\u3082\u5f97\u305f\u3082\u306e\u304c\u5927\u304d\u304b\u3063\u305f\u3067\u3059\uff01\u8aa0\u306b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<\/li>\n<li>1\u3064\u6539\u5584\u70b9\u3068\u3057\u3066\u601d\u3063\u305f\u306e\u306f\u3001python\u306e\u5b9f\u884c\u74b0\u5883\u3092\u8b1b\u6f14\u8005\u3068\u540c\u3058Colaboratory\u306b\u7d71\u4e00\u3059\u308c\u3070\u53d7\u8b1b\u8005\u306e\u30c7\u30d0\u30c3\u30af\u6642\u9593\u3082\u6700\u5c0f\u9650\u306b\u306a\u308a\u3001\u826f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002\uff08\u3067\u3082\u305d\u308c\u3067\u3082\u65e9\u304f\u3066\u5c0a\u656c\u3057\u307e\u3059\u3002\uff09\u4e88\u3081\u30e1\u30fc\u30eb\u3067\u306f\u300epython+Jupyter\u74b0\u5883\u3067\u300f\u3068\u8a00\u308f\u308c\u3066\u3044\u305f\u306e\u3067\u3002\u305f\u3060Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u4eba\u3082\u3044\u308b\u3068\u601d\u3046\u306e\u3067\u3001Jupyter Notebook\u306f\u63a8\u5968\u306b\u3059\u308b\u3068\u3088\u3044\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u4eca\u56de\u3001\u6570\u5024\u306b\u6587\u5b57\u5217\u304c\u7d1b\u308c\u8fbc\u3093\u3067\u3044\u308b\u3053\u3068\u3084\u3001ID\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u3044\u4f8b\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u304c\u3001\u4ed6\u306b\u3082\u4ee3\u8868\u7684\u306a\u300c\u7f60\u300d\u304c\u3042\u308c\u3070\u77e5\u308a\u305f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/li>\n<li>\u5c11\u3057\u5b9f\u7fd2\u306e\u96e3\u6613\u5ea6\u304c\u9ad8\u304b\u3063\u305f\u3067\u3059\u3002\u521d\u5fc3\u306a\u306e\u305f\u3081\u5185\u5bb9\u306b\u3064\u3044\u3066\u3044\u3051\u306a\u3044\u90e8\u5206\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u4e00\u822c\u7684\u306a\u30bb\u30df\u30ca\u306b\u306a\u3044\u5b9f\u8df5\u7684\u5185\u5bb9\u3067\u6642\u9593\u306e\u7d4c\u904e\u3092\u5fd8\u308c\u307e\u3057\u305f\u3002\u4eca\u5f8c\u306f\u30e2\u30c7\u30eb\u5316\u306e\u65b9\u3082\u304a\u9858\u3044\u3067\u304d\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u306e\u3057\u3059\u304e\u305f\u7814\u4fee\u3067\u3059\u304c\u3001\u5927\u4eba\u6570\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3060\u3063\u305f\u306e\u3067\u306a\u304b\u306a\u304b\u9032\u307f\u304c\u3088\u304f\u306a\u3044\u90e8\u5206\u3082\u3042\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u306a\u306e\u3067\u3001\u307e\u305f\u6b21\u56de\u958b\u50ac\u3044\u305f\u3060\u3051\u308b\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u305c\u3072\u53c2\u52a0\u3044\u305f\u3044\u3067\u3059\u3002<\/li>\n<li>\u53d7\u8b1b\u3057\u3066\u3044\u3066\u975e\u5e38\u306b\u9762\u767d\u3044\u30cf\u30f3\u30ba\u30aa\u30f3\u3067\u3057\u305f\u3002\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002\u662f\u975e\u3001\u5206\u6790\u7de8\u306e\u958b\u50ac\u3092\u3044\u305f\u3060\u3051\u308b\u3068\u5b09\u3057\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/div>\n<div>&nbsp;<\/div>\n<div><span style=\"color: #0000ff;\">\u6b21\u56de\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4f1a\u306f\u3001<\/span><br \/>\n7\u6708\u5ea6\uff1b\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f53\u9a13\u3059\u308b\u30cf\u30f3\u30ba\u30aa\u30f3<br \/>\n2021\u5e747\u670821\u65e5\uff08\u6c34\uff0916:00-18:00\u67a0\u300118:00-20:00\u67a0<br \/>\n<a href=\"https:\/\/japan-dmc.org\/?p=14346\">https:\/\/japan-dmc.org\/?p=14346<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4f1a\u30ea\u30fc\u30c0\u30fc\u30fb\u5bfa\u5185\u6f64\uff09 &nbsp; 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[&hellip;]","protected":false},"author":2,"featured_media":17325,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[27],"class_list":["post-14260","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-report","tag-engineer"],"_links":{"self":[{"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/posts\/14260","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14260"}],"version-history":[{"count":9,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/posts\/14260\/revisions"}],"predecessor-version":[{"id":19230,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/posts\/14260\/revisions\/19230"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=\/wp\/v2\/media\/17325"}],"wp:attachment":[{"href":"https:\/\/japan-dmc.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14260"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14260"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/japan-dmc.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14260"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}