{"id":6633,"date":"2026-05-20T13:02:41","date_gmt":"2026-05-20T04:02:41","guid":{"rendered":"https:\/\/japan-ai.geniee.co.jp\/media\/?p=6633"},"modified":"2026-05-30T17:42:02","modified_gmt":"2026-05-30T08:42:02","slug":"%e9%81%8e%e5%ad%a6%e7%bf%92%ef%bc%88%e3%82%aa%e3%83%bc%e3%83%90%e3%83%bc%e3%83%95%e3%82%a3%e3%83%83%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e5%8e%9f%e5%9b%a0%e3%83%bb","status":"publish","type":"post","link":"https:\/\/japan-ai.co.jp\/media\/6633\/","title":{"rendered":"\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u3068\u306f\uff1f\u539f\u56e0\u30fb\u898b\u5206\u3051\u65b9\u30fb\u5bfe\u7b56\u65b9\u6cd5\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<p>AI\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3046\u3048\u3067\u6b20\u304b\u305b\u306a\u3044\u306e\u304c\u300c\u5b66\u7fd2\u300d\u3067\u3059\u304c\u3001\u5b66\u7fd2\u3092\u9032\u3081\u3059\u304e\u308b\u3053\u3068\u3067\u9006\u306b\u6027\u80fd\u304c\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u4ee3\u8868\u4f8b\u304c\u300c\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u300d\u3067\u3059\u3002<br \/>\n\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u3068\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u9ad8\u7cbe\u5ea6\u3067\u5bfe\u5fdc\u3067\u304d\u3066\u3082\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3046\u307e\u304f\u4e88\u6e2c\u3067\u304d\u306a\u304f\u306a\u308a\u3001\u5b9f\u904b\u7528\u3067\u671f\u5f85\u3057\u305f\u6210\u679c\u3092\u5f97\u3089\u308c\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u306f\u3001<mark>\u904e\u5b66\u7fd2\u306e\u6982\u8981\u304b\u3089\u539f\u56e0\u3001\u898b\u5206\u3051\u65b9\u3001\u5177\u4f53\u7684\u306a\u5bfe\u7b56\u65b9\u6cd5\u307e\u3067\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/mark><br \/>\n<a href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\">\u69d8\u3005\u306a\u696d\u52d9\u3092\u81ea\u5f8b\u7684\u306b\u9042\u884c\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300cJAPAN AI AGENT\u300d<\/a><\/p>\n<div class=\"cta_ai_agent_b cta_wh_type_b\">\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_txt\">\n<h4 id=\"i-0\">\n                3\u5206\u3067\u308f\u304b\u308b\uff01<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u790e\u77e5\u8b58            <\/h4>\n<p>\n                AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a2d\u5b9a\u3057\u305f\u76ee\u6a19\u3084\u30b4\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u81ea\u5f8b\u7684\u306b\u6700\u9069\u306a\u884c\u52d5\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u5dee\u304c\u51fa\u308b\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002            <\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<div class=\"cta_imgbox\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_general_ai_agent.png\"><\/div>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" class=\"sp_btnbox\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<\/div>\n<section><a class=\"cta_ai_agent cta_wh_type\" href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><\/p>\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_inner_top\">\n<p class=\"sub_top_p\">\n                    \u65e5\u672c\u4f01\u696d\u306e\u305f\u3081\u306e<br \/>\u6700\u3082\u5b9f\u7528\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\uff01\n                <\/p>\n<p class=\"sub_bot_p\">\n                    AI\u304c\u4f01\u696d\u306e\u69d8\u3005\u306a\u8077\u7a2e\u306e<br class=\"sp_br\">\u65b9\u3005\u304c<br class=\"pc_br\">\n                    \u666e\u6bb5\u884c\u3063\u3066\u3044\u308b<br class=\"sp_br\"><span>\u30bf\u30b9\u30af\u3092\u81ea\u5f8b\u7684<\/span>\u306b<span>\u5b9f\u884c<\/span><\/p>\n<\/div>\n<div class=\"cta_inner_bot\">\n<div class=\"cta_txtbox\">\n<h4 id=\"i-1\">\n                        JAPAN AI AGENT<br \/>\n                    <\/h4>\n<div class=\"txt_cols\">\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u5b9f\u7528\u6027\u306e\u9ad8\u3044AI\u30a8\u30fc\u30b8\u30a7\u30f3\u3092\u63d0\u4f9b\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 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0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u76ee\u6a19\u8a2d\u5b9a\u3092\u3060\u3051\u3067\u81ea\u5f8b\u7684\u306bAI\u304c\u5404\u30bf\u30b9\u30af\u3092\u5b9f\u884c\n                            <\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ming\">\n<div class=\"monitor_div\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_monitor.png\"><\/div>\n<div class=\"video_div\"><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/s150PLLnReU?si=hF7JSkRTonZq-Wcl&amp;controls=0&amp;autoplay=1&amp;mute=1\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"bottom_box gr_color\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"22\" height=\"17\" viewBox=\"0 0 22 17\" fill=\"none\"><g clip-path=\"url(#clip0_32_86)\"><path d=\"M14.9286 2.7157L21.2143 9.1189L14.9286 15.5205M0.785767 9.1205H21.2143\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_86\"><rect width=\"22\" height=\"16\" fill=\"white\" transform=\"translate(0 0.320557)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p><\/a><\/section>\n<div class=\"toc\">    <div id=\"toc_container\" class=\"toc_container toc-container sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-2\">\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u3068\u306f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-3\">\u6c4e\u5316\u6027\u80fd\u3068\u306e\u95a2\u4fc2<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-4\">\u904e\u5b66\u7fd2\u304c\u5f15\u304d\u8d77\u3053\u3059\u554f\u984c<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-5\">\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u539f\u56e0<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-6\">\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b<\/a>      <\/li>      <li>        <a href=\"#i-7\">\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u3042\u308b<\/a>      <\/li>      <li>        <a href=\"#i-8\">\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u3059\u304e\u308b<\/a>      <\/li>      <li>        <a href=\"#i-9\">\u5b66\u7fd2\u56de\u6570\uff08\u30a8\u30dd\u30c3\u30af\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-10\">\u7279\u5fb4\u91cf\uff08\u8aac\u660e\u5909\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-11\">\u904e\u5b66\u7fd2\u306e\u5177\u4f53\u4f8b<\/a>  <\/li>  <li>    <a href=\"#i-12\">\u904e\u5b66\u7fd2\u3092\u898b\u5206\u3051\u308b\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-13\">\u8a13\u7df4\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5206\u5272<\/a>      <\/li>      <li>        <a href=\"#i-14\">\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u306b\u3088\u308b\u691c\u8a3c<\/a>      <\/li>      <li>        <a href=\"#i-15\">\u4ea4\u5dee\u691c\u8a3c\u6cd5\uff08K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\uff09\u306b\u3088\u308b\u8a55\u4fa1<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-16\">\u5b66\u7fd2\u66f2\u7dda\u3067\u904e\u5b66\u7fd2\u3092\u53ef\u8996\u5316\u3059\u308b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-17\">\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u5bfe\u7b56\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-18\">\u6b63\u5247\u5316\uff08L1\u6b63\u5247\u5316\u30fbL2\u6b63\u5247\u5316\uff09<\/a>      <\/li>      <li>        <a href=\"#i-19\">\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\uff08Dropout\uff09<\/a>      <\/li>      <li>        <a href=\"#i-20\">\u30c7\u30fc\u30bf\u62e1\u5f35\uff08Data Augmentation\uff09<\/a>      <\/li>      <li>        <a href=\"#i-21\">\u65e9\u671f\u505c\u6b62\uff08Early Stopping\uff09<\/a>      <\/li>      <li>        <a href=\"#i-22\">\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2<\/a>      <\/li>      <li>        <a href=\"#i-23\">\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-24\">\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-25\">\u904e\u5b66\u7fd2\u3092\u5de1\u308b\u6700\u65b0\u306e\u7814\u7a76\u52d5\u5411<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-26\">Grokking\uff08\u30b0\u30ed\u30c3\u30ad\u30f3\u30b0\uff09\u73fe\u8c61<\/a>      <\/li>      <li>        <a href=\"#i-27\">\u4e8c\u91cd\u964d\u4e0b\uff08Double Descent\uff09<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-28\">\u300c\u56de\u907f\u3059\u3079\u304d\u3082\u306e\u300d\u304b\u3089\u300c\u8a2d\u8a08\u8981\u7d20\u300d\u3078\u306e\u5909\u5316<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-29\">\u904e\u5b66\u7fd2\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-30\">\u904e\u5b66\u7fd2\u3068\u904e\u5c11\u5b66\u7fd2\uff08\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306f\u3069\u3061\u3089\u304c\u6df1\u523b\u304b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-31\">\u904e\u5b66\u7fd2\u306fLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u3082\u8d77\u304d\u308b\u306e\u304b<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-32\">\u904e\u5b66\u7fd2\u306e\u7406\u89e3\u304c\u30e2\u30c7\u30eb\u7cbe\u5ea6\u5411\u4e0a\u306e\u7b2c\u4e00\u6b69<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 id=\"i-2\">\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u3068\u306f<\/h2>\n<p>\u904e\u5b66\u7fd2\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3059\u304e\u308b\u3053\u3068\u3067\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u4e88\u6e2c\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3046\u73fe\u8c61\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u30c6\u30b9\u30c8\u52c9\u5f37\u3067\u554f\u984c\u306e\u7b54\u3048\u3092\u4e38\u6697\u8a18\u3057\u305f\u7d50\u679c\u3001\u5c11\u3057\u554f\u984c\u5f62\u5f0f\u304c\u5909\u308f\u308b\u3068\u89e3\u3051\u306a\u304f\u306a\u308b\u72b6\u614b\u306b\u8fd1\u3044\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<h3 id=\"i-3\">\u6c4e\u5316\u6027\u80fd\u3068\u306e\u95a2\u4fc2<\/h3>\n<p>\u904e\u5b66\u7fd2\u306e\u672c\u8cea\u306f\u3001\u300c\u6c4e\u5316\u6027\u80fd\u300d\u304c\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3046\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<br \/>\n\u6c4e\u5316\u6027\u80fd\u3068\u306f\u3001AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u6642\u306b\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3082\u3001\u9069\u5207\u306b\u4e88\u6e2c\u3084\u5224\u65ad\u304c\u3067\u304d\u308b\u80fd\u529b\u3067\u3059\u3002<br \/>\n<mark>\u904e\u5b66\u7fd2\u304c\u767a\u751f\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3084\u30ce\u30a4\u30ba\u307e\u3067\u904e\u5270\u306b\u8a18\u61b6\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u4e0a\u3067\u306f\u975e\u5e38\u306b\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3059\u4e00\u65b9\u3067\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3067\u306f\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5927\u304d\u304f\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/mark><br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u300c\u8a13\u7df4\u30c7\u30fc\u30bf\u3067\u3069\u308c\u3060\u3051\u9ad8\u7cbe\u5ea6\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u672a\u77e5\u30c7\u30fc\u30bf\u3067\u3082\u5b89\u5b9a\u3057\u3066\u6027\u80fd\u3092\u767a\u63ee\u3067\u304d\u308b\u304b\u300d\u304c\u91cd\u8981\u306a\u8a55\u4fa1\u6307\u6a19\u3067\u3059\u3002<br \/>\n\u8fd1\u5e74\u306e\u6a5f\u68b0\u5b66\u7fd2\u7814\u7a76\u3067\u3082\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u5316\u3084\u5b66\u7fd2\u306e\u3057\u3059\u304e\u304c\u6c4e\u5316\u6027\u80fd\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308b\u70b9\u304c\u8ab2\u984c\u3068\u3057\u3066\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"i-4\">\u904e\u5b66\u7fd2\u304c\u5f15\u304d\u8d77\u3053\u3059\u554f\u984c<\/h3>\n<p>\u904e\u5b66\u7fd2\u304c\u767a\u751f\u3059\u308b\u3068\u3001AI\u30e2\u30c7\u30eb\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u306f\u9ad8\u7cbe\u5ea6\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u4e00\u65b9\u3067\u3001\u5b9f\u969b\u306e\u904b\u7528\u74b0\u5883\u3067\u5341\u5206\u306a\u6027\u80fd\u3092\u767a\u63ee\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u904e\u5b66\u7fd2\u304c\u5f15\u304d\u8d77\u3053\u3059\u5177\u4f53\u7684\u306a\u554f\u984c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u672a\u77e5\u30c7\u30fc\u30bf\u3078\u306e\u5bfe\u5fdc\u529b\u304c\u4f4e\u4e0b\u3059\u308b<\/li>\n<li>\u5b9f\u904b\u7528\u3067\u8aa4\u5224\u5b9a\u3084\u4e88\u6e2c\u30df\u30b9\u304c\u5897\u52a0\u3059\u308b<\/li>\n<li>AI\u30e2\u30c7\u30eb\u3078\u306e\u4fe1\u983c\u6027\u304c\u4f4e\u4e0b\u3059\u308b<\/li>\n<li>\u518d\u5b66\u7fd2\u3084\u8abf\u6574\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u958b\u767a\u30b3\u30b9\u30c8\u304c\u5897\u52a0\u3059\u308b\u3000\u306a\u3069<\/li>\n<\/ol>\n<p>\u305f\u3068\u3048\u3070\u3001\u753b\u50cf\u8a8d\u8b58AI\u304c\u300c\u72ac\u300d\u3092\u5224\u5b9a\u3059\u308b\u969b\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u5c4b\u5916\u306e\u72ac\u306e\u753b\u50cf\u3070\u304b\u308a\u542b\u307e\u308c\u3066\u3044\u305f\u5834\u5408\u3001\u300c\u829d\u751f\u300d\u3092\u72ac\u306e\u7279\u5fb4\u3068\u3057\u3066\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3044\u3001\u5ba4\u5185\u306e\u72ac\u3092\u6b63\u3057\u304f\u8a8d\u8b58\u3067\u304d\u306a\u304f\u306a\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001<mark>\u904e\u5b66\u7fd2\u306f\u958b\u767a\u9762\u306b\u3082\u60aa\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u306e\u304c\u554f\u984c\u3067\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3067\u306f\u9ad8\u7cbe\u5ea6\u3060\u3063\u305f\u30e2\u30c7\u30eb\u304c\u5b9f\u74b0\u5883\u3067\u6a5f\u80fd\u3057\u306a\u3044\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306e\u898b\u76f4\u3057\u3084\u30e2\u30c7\u30eb\u518d\u8a2d\u8a08\u3001\u8ffd\u52a0\u5b66\u7fd2\u306a\u3069\u304c\u5fc5\u8981\u306b\u306a\u308a\u3001\u6642\u9593\u3084\u30b3\u30b9\u30c8\u304c\u5927\u5e45\u306b\u5897\u52a0\u3057\u307e\u3059\u3002<\/mark><br \/>\n\u904e\u5b66\u7fd2\u306f\u3001AI\u6d3b\u7528\u5168\u4f53\u306e\u4fe1\u983c\u6027\u3084ROI\uff08\u6295\u8cc7\u5bfe\u52b9\u679c\uff09\u306b\u3082\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u8ab2\u984c\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<h2 id=\"i-5\">\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u539f\u56e0<\/h2>\n<p>\u904e\u5b66\u7fd2\u304c\u8d77\u3053\u308b\u304a\u3082\u306a\u539f\u56e0\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b<\/li>\n<li>\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u3042\u308b<\/li>\n<li>\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u3059\u304e\u308b<\/li>\n<li>\u5b66\u7fd2\u56de\u6570\uff08\u30a8\u30dd\u30c3\u30af\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/li>\n<li>\u7279\u5fb4\u91cf\uff08\u8aac\u660e\u5909\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/li>\n<\/ol>\n<h3 id=\"i-6\">\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u304c\u767a\u751f\u3059\u308b\u4ee3\u8868\u7684\u306a\u539f\u56e0\u306e\u4e00\u3064\u304c\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u3067\u3059\u3002<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5171\u901a\u3059\u308b\u7279\u5fb4\u3084\u50be\u5411\u3092\u5b66\u7fd2\u3057\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u300c\u6c4e\u5316\u6027\u80fd\u300d\u3092\u7372\u5f97\u3057\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001<mark>\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u672c\u8cea\u7684\u306a\u30eb\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u7279\u5b9a\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u30ce\u30a4\u30ba\u3084\u5076\u7136\u306e\u7279\u5fb4\u307e\u3067\u899a\u3048\u8fbc\u3093\u3067\u3057\u307e\u3044\u307e\u3059\u3002<\/mark><br \/>\n\u30c7\u30fc\u30bf\u91cf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u74b0\u5883\u3067\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u300c\u7406\u89e3\u300d\u3067\u306f\u306a\u304f\u300c\u8a18\u61b6\u300d\u306b\u8fd1\u3044\u72b6\u614b\u306b\u306a\u308b\u305f\u3081\u3001\u904e\u5b66\u7fd2\u304c\u8d77\u3053\u308a\u3084\u3059\u304f\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n<h3 id=\"i-7\">\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u3042\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u306b\u504f\u308a\u304c\u3042\u308b\u5834\u5408\u306b\u7279\u306b\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001AI\u304c\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u4e00\u822c\u7684\u306a\u50be\u5411\u3067\u306f\u306a\u304f\u3001\u7279\u5b9a\u306e\u504f\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u306b\u904e\u5ea6\u306b\u9069\u5fdc\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001EC\u30b5\u30a4\u30c8\u306e\u9700\u8981\u4e88\u6e2cAI\u306b\u304a\u3044\u3066\u590f\u5834\u306e\u30c7\u30fc\u30bf\u3070\u304b\u308a\u3092\u5b66\u7fd2\u3055\u305b\u305f\u5834\u5408\u3001\u5b63\u7bc0\u306b\u3088\u3063\u3066\u5909\u5316\u3059\u308b\u8cfc\u8cb7\u884c\u52d5\u3092\u5341\u5206\u306b\u5b66\u7fd2\u3067\u304d\u305a\u3001\u51ac\u5834\u306e\u9700\u8981\u3092\u6b63\u78ba\u306b\u4e88\u6e2c\u3067\u304d\u306a\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u753b\u50cf\u8a8d\u8b58AI\u3067\u7279\u5b9a\u306e\u5e74\u9f62\u5c64\u3084\u6027\u5225\u306e\u30c7\u30fc\u30bf\u304c\u904e\u5270\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u305d\u306e\u5c5e\u6027\u306b\u5bfe\u3057\u3066\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3059\u4e00\u65b9\u3067\u3001\u305d\u308c\u4ee5\u5916\u306e\u5c5e\u6027\u3067\u306f\u8aa4\u8a8d\u8b58\u304c\u5897\u3048\u308b\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u751f\u3058\u307e\u3059\u3002<br \/>\n<mark>\u3053\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u306e\u504f\u308a\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4e00\u90e8\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u904e\u5ea6\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u3067\u904e\u5b66\u7fd2\u3092\u5f15\u304d\u8d77\u3053\u3057\u3001\u7d50\u679c\u3068\u3057\u3066\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6c4e\u5316\u6027\u80fd\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/mark>\u3055\u3089\u306b\u3001\u3053\u3046\u3057\u305f\u504f\u308a\u306f\u5224\u65ad\u306e\u516c\u5e73\u6027\u3084AI\u306e\u4fe1\u983c\u6027\u306b\u3082\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001\u5b9f\u969b\u306e\u904b\u7528\u3067\u306f\u5b63\u7bc0\u30fb\u5730\u57df\u30fb\u5e74\u9f62\u5c64\u30fb\u5229\u7528\u72b6\u6cc1\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6761\u4ef6\u3092\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u542b\u3093\u3060\u30c7\u30fc\u30bf\u8a2d\u8a08\u304c\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"i-8\">\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u3059\u304e\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u306f\u3001\u4f7f\u7528\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u4ee5\u4e0a\u306b\u8907\u96d1\u306a\u5834\u5408\u306b\u3082\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u591a\u3044\u30e2\u30c7\u30eb\u3084\u69cb\u9020\u304c\u6df1\u3044\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5b66\u7fd2\u80fd\u529b\u304c\u9ad8\u3044\u4e00\u65b9\u3067\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u7d30\u304b\u306a\u30ce\u30a4\u30ba\u307e\u3067\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3046\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u56de\u5e30\u5206\u6790\u306b\u304a\u3044\u3066\u5fc5\u8981\u4ee5\u4e0a\u306b\u9ad8\u6b21\u306e\u591a\u9805\u5f0f\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u70b9\u3092\u7121\u7406\u306b\u3059\u3079\u3066\u901a\u904e\u3059\u308b\u3088\u3046\u306a\u66f2\u7dda\u304c\u5f62\u6210\u3055\u308c\u307e\u3059\u3002\u4e00\u898b\u3059\u308b\u3068\u8a13\u7df4\u30c7\u30fc\u30bf\u3078\u306e\u9069\u5408\u5ea6\u306f\u9ad8\u304f\u898b\u3048\u307e\u3059\u304c\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u306f\u4e88\u6e2c\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3001\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001<mark>\u6df1\u5c64\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3082\u3001\u30e2\u30c7\u30eb\u69cb\u9020\u304c\u904e\u5ea6\u306b\u8907\u96d1\u3067\u3042\u3063\u305f\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306b\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u5185\u306e\u30ce\u30a4\u30ba\u3084\u5076\u7136\u7684\u306a\u7279\u5fb4\u307e\u3067\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3044\u3001\u7d50\u679c\u3068\u3057\u3066\u672a\u77e5\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/mark>\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u672c\u6765\u5b66\u7fd2\u3059\u3079\u304d\u4e00\u822c\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u56fa\u6709\u306e\u7d30\u90e8\u306b\u904e\u5ea6\u306b\u9069\u5fdc\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u306b\u8d77\u3053\u308a\u307e\u3059\u3002<br \/>\n\u3053\u306e\u3088\u3046\u306b\u3001\u904e\u5b66\u7fd2\u306f\u5358\u306b\u30c7\u30fc\u30bf\u306e\u554f\u984c\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u6027\u3068\u30c7\u30fc\u30bf\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u5d29\u308c\u305f\u5834\u5408\u306b\u3082\u767a\u751f\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u300c\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3092\u9078\u3079\u3070\u3088\u3044\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u7528\u9014\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"i-9\">\u5b66\u7fd2\u56de\u6570\uff08\u30a8\u30dd\u30c3\u30af\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u306f\u3001\u5b66\u7fd2\u56de\u6570\uff08\u30a8\u30dd\u30c3\u30af\u6570\uff09\u304c\u591a\u3059\u304e\u308b\u5834\u5408\u306b\u3082\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30a8\u30dd\u30c3\u30af\u6570\u3068\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u5168\u4f53\u3092\u4f55\u56de\u7e70\u308a\u8fd4\u3057\u3066\u5b66\u7fd2\u3059\u308b\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002<\/p>\n<p>\u9069\u5207\u306a\u56de\u6570\u3067\u3042\u308c\u3070\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u52b9\u7387\u3088\u304f\u5b66\u7fd2\u3067\u304d\u307e\u3059\u304c\u3001\u5fc5\u8981\u4ee5\u4e0a\u306b\u5b66\u7fd2\u3092\u7d9a\u3051\u308b\u3068\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u30ce\u30a4\u30ba\u3084\u5076\u7136\u306e\u30d1\u30bf\u30fc\u30f3\u307e\u3067\u8a18\u61b6\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<br \/>\n<mark>\u7279\u306b\u6df1\u5c64\u5b66\u7fd2\u306f\u5b66\u7fd2\u80fd\u529b\u304c\u9ad8\u3044\u305f\u3081\u3001\u30a8\u30dd\u30c3\u30af\u6570\u3092\u5897\u3084\u3057\u3059\u304e\u308b\u3068\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/mark><br \/>\n\u30a8\u30dd\u30c3\u30af\u6570\u306f\u591a\u3051\u308c\u3070\u3088\u3044\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u30e2\u30c7\u30eb\u69cb\u9020\u306b\u5fdc\u3058\u3066\u9069\u5207\u306b\u8abf\u6574\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"i-10\">\u7279\u5fb4\u91cf\uff08\u8aac\u660e\u5909\u6570\uff09\u304c\u591a\u3059\u304e\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u306f\u3001\u7279\u5fb4\u91cf\uff08\u8aac\u660e\u5909\u6570\uff09\u304c\u591a\u3059\u304e\u308b\u5834\u5408\u306b\u3082\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u7279\u5fb4\u91cf\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u4e88\u6e2c\u3084\u5206\u985e\u3092\u884c\u3046\u969b\u306b\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u9805\u76ee\u306e\u3053\u3068\u3067\u3001\u5e74\u9f62\u30fb\u8cfc\u5165\u5c65\u6b74\u30fb\u5730\u57df\u30fb\u95b2\u89a7\u5c65\u6b74\u306a\u3069\u304c\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u554f\u984c\u3068\u306a\u308b\u306e\u304c\u3001\u300c\u6b21\u5143\u306e\u546a\u3044\uff08Curse of Dimensionality\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u73fe\u8c61\u3067\u3059\u3002<br \/>\n\u7279\u5fb4\u91cf\u304c\u5897\u3048\u3059\u304e\u308b\u3068\u3001\u30c7\u30fc\u30bf\u7a7a\u9593\u306f\u6975\u3081\u3066\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u306f\u672c\u6765\u4e0d\u8981\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u30ce\u30a4\u30ba\u307e\u3067\u5b66\u7fd2\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3067\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3059\u4e00\u65b9\u3067\u3001\u672a\u77e5\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001<mark>\u7279\u5fb4\u91cf\u304c\u5897\u3048\u308b\u307b\u3069\u5fc5\u8981\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf\u3082\u5897\u52a0\u3059\u308b\u3053\u3068\u3082\u6ce8\u610f\u3059\u3079\u304d\u70b9\u3067\u3059\u3002<\/mark><br \/>\n\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u306a\u3044\u72b6\u614b\u3067\u7279\u5fb4\u91cf\u3060\u3051\u304c\u591a\u3044\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf\u4e0d\u8db3\u3092\u88dc\u3046\u305f\u3081\u306b\u30ce\u30a4\u30ba\u3092\u5b66\u7fd2\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u904e\u5b66\u7fd2\u304c\u3055\u3089\u306b\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u5358\u306b\u7279\u5fb4\u91cf\u3092\u5897\u3084\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u91cd\u8981\u5ea6\u306e\u4f4e\u3044\u9805\u76ee\u3092\u524a\u9664\u3059\u308b\u300c\u7279\u5fb4\u91cf\u9078\u629e\uff08Feature Selection\uff09\u300d\u3084\u3001\u30c7\u30fc\u30bf\u3092\u5727\u7e2e\u3059\u308b\u300c\u6b21\u5143\u524a\u6e1b\u300d\u306a\u3069\u3092\u884c\u3044\u3001\u30e2\u30c7\u30eb\u3092\u9069\u5207\u306a\u8907\u96d1\u3055\u306b\u4fdd\u3064\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2 id=\"i-11\">\u904e\u5b66\u7fd2\u306e\u5177\u4f53\u4f8b<\/h2>\n<p>\u904e\u5b66\u7fd2\u306f\u3001AI\u958b\u767a\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u73fe\u5834\u3060\u3051\u3067\u306a\u304f\u3001\u8eab\u8fd1\u306a\u4f8b\u306b\u3082\u7f6e\u304d\u63db\u3048\u3066\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u904e\u5b66\u7fd2\u306e\u5177\u4f53\u4f8b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u5177\u4f53\u4f8b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u72b6\u6cc1<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u767a\u751f\u3059\u308b\u554f\u984c<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u66f2\u7dda\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u5fc5\u8981\u4ee5\u4e0a\u306b\u8907\u96d1\u306a\u9ad8\u6b21\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u70b9\u3092\u7121\u7406\u3084\u308a\u901a\u305d\u3046\u3068\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4e88\u6e2c\u304c\u5927\u304d\u304f\u5916\u308c\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u753b\u50cf\u8a8d\u8b58AI<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u7279\u5b9a\u80cc\u666f\u306e\u753b\u50cf\u3070\u304b\u308a\u542b\u307e\u308c\u3066\u3044\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u80cc\u666f\u3092\u7279\u5fb4\u3068\u3057\u3066\u5b66\u7fd2\u3057\u3001\u5225\u74b0\u5883\u3067\u306f\u8aa4\u5224\u5b9a\u3059\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u5224\u5b9a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7279\u5b9a\u5358\u8a9e\u3060\u3051\u3092\u904e\u5270\u306b\u5b66\u7fd2\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u666e\u901a\u306e\u30e1\u30fc\u30eb\u307e\u3067\u30b9\u30d1\u30e0\u6271\u3044\u3059\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u9700\u8981\u4e88\u6e2cAI<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7279\u5b9a\u5b63\u7bc0\u3084\u671f\u9593\u306e\u30c7\u30fc\u30bf\u3060\u3051\u3067\u5b66\u7fd2\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u5225\u30b7\u30fc\u30ba\u30f3\u3067\u4e88\u6e2c\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30c6\u30b9\u30c8\u52c9\u5f37\u306e\u4e38\u6697\u8a18<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u904e\u53bb\u554f\u306e\u7b54\u3048\u3060\u3051\u3092\u6697\u8a18\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u554f\u984c\u5f62\u5f0f\u304c\u5909\u308f\u308b\u3068\u89e3\u3051\u306a\u304f\u306a\u308b<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><mark>\u904e\u5b66\u7fd2\u306f\u300c\u5b66\u7fd2\u3057\u3059\u304e\u306b\u3088\u308b\u8a18\u61b6\u5316\u300d\u304c\u672c\u8cea\u3067\u3042\u308a\u3001AI\u30e2\u30c7\u30eb\u304c\u672c\u6765\u5b66\u3076\u3079\u304d\u6cd5\u5247\u3067\u306f\u306a\u304f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u56fa\u6709\u306e\u7279\u5fb4\u306b\u4f9d\u5b58\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u767a\u751f\u3057\u307e\u3059\u3002<\/mark><br \/>\n\u5b9f\u52d9\u3067\u306f\u3001\u672a\u77e5\u30c7\u30fc\u30bf\u3067\u3082\u5b89\u5b9a\u3057\u305f\u6027\u80fd\u3092\u767a\u63ee\u3067\u304d\u308b\u3088\u3046\u3001\u6c4e\u5316\u6027\u80fd\u3092\u610f\u8b58\u3057\u305f\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2 id=\"i-12\">\u904e\u5b66\u7fd2\u3092\u898b\u5206\u3051\u308b\u65b9\u6cd5<\/h2>\n<p>\u904e\u5b66\u7fd2\u3092\u898b\u5206\u3051\u308b\u305f\u3081\u306e\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u306f\u304a\u3082\u306b\u4ee5\u4e0b\u306e4\u3064\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u8a13\u7df4\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5206\u5272<\/li>\n<li>\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u306b\u3088\u308b\u691c\u8a3c<\/li>\n<li>\u4ea4\u5dee\u691c\u8a3c\u6cd5\uff08K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\uff09\u306b\u3088\u308b\u8a55\u4fa1<\/li>\n<li>\u5b66\u7fd2\u66f2\u7dda\u3067\u904e\u5b66\u7fd2\u3092\u53ef\u8996\u5316\u3059\u308b<\/li>\n<\/ol>\n<h3 id=\"i-13\">\u8a13\u7df4\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5206\u5272<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u898b\u5206\u3051\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u300c\u8a13\u7df4\u30c7\u30fc\u30bf\u300d\u300c\u691c\u8a3c\u30c7\u30fc\u30bf\u300d\u300c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u300d\u306b\u5206\u5272\u3057\u3066\u5b66\u7fd2\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u308c\u305e\u308c\u306e\u30c7\u30fc\u30bf\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u7a2e\u985e<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u5f79\u5272<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u8a13\u7df4\u30c7\u30fc\u30bf<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u306b\u30d1\u30bf\u30fc\u30f3\u3084\u7279\u5fb4\u3092\u5b66\u7fd2\u3055\u305b\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u691c\u8a3c\u30c7\u30fc\u30bf<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u5b66\u7fd2\u9014\u4e2d\u306e\u6027\u80fd\u78ba\u8a8d\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3092\u884c\u3046<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u6700\u7d42\u7684\u306a\u6c4e\u5316\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u822c\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u300c\u8a13\u7df4\uff1a\u691c\u8a3c\uff1a\u30c6\u30b9\u30c8\uff1d7\uff1a2\uff1a1\u300d\u3084\u300c8\uff1a1\uff1a1\u300d\u306a\u3069\u306e\u5272\u5408\u3067\u5206\u5272\u3059\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u7528\u9014\u306b\u3088\u3063\u3066\u6700\u9069\u306a\u6bd4\u7387\u306f\u5909\u308f\u308b\u305f\u3081\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"i-14\">\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u306b\u3088\u308b\u691c\u8a3c<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u898b\u5206\u3051\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001\u4ee3\u8868\u7684\u306a\u306e\u304c\u300c\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u300d\u3067\u3059\u3002<br \/>\n<mark>\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u3068\u306f\u3001\u624b\u5143\u306e\u30c7\u30fc\u30bf\u3092\u4e00\u5b9a\u6bd4\u7387\u3067\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u5272\u3057\u3001\u672a\u77e5\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6027\u80fd\u3092\u78ba\u8a8d\u3059\u308b\u691c\u8a3c\u65b9\u6cd5\u3067\u3059\u3002<\/mark>\u4e00\u822c\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u300c\u8a13\u7df4\u30c7\u30fc\u30bf\uff1a\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff1d7\uff1a3\u300d\u3084\u300c8\uff1a2\u300d\u306a\u3069\u306e\u5272\u5408\u3067\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3067\u306f\u6b63\u7b54\u738795\uff05\u3067\u3082\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306f70\uff05\u3057\u304b\u7cbe\u5ea6\u304c\u51fa\u306a\u3044\u5834\u5408\u3001\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u306f\u300c\u672a\u77e5\u30c7\u30fc\u30bf\u3067\u672c\u5f53\u306b\u6027\u80fd\u304c\u51fa\u308b\u304b\u300d\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u304b\u3064\u91cd\u8981\u306a\u691c\u8a3c\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"i-15\">\u4ea4\u5dee\u691c\u8a3c\u6cd5\uff08K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\uff09\u306b\u3088\u308b\u8a55\u4fa1<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u3088\u308a\u6b63\u78ba\u306b\u898b\u5206\u3051\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001\u300c\u4ea4\u5dee\u691c\u8a3c\u6cd5\uff08\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\uff09\u300d\u304c\u3042\u308a\u3001\u305d\u306e\u306a\u304b\u3067\u3082\u4ee3\u8868\u7684\u306a\u306e\u304c\u300cK\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\uff08K-Fold Cross Validation\uff09\u300d\u3067\u3059\u3002<br \/>\nK\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3092K\u500b\u306b\u5206\u5272\u3057\u3001\u305d\u306e\u3046\u30611\u3064\u3092\u30c6\u30b9\u30c8\u7528\u3001\u6b8b\u308a\u3092\u8a13\u7df4\u7528\u3068\u3057\u3066\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3092\u884c\u3044\u3001\u3053\u306e\u51e6\u7406\u3092K\u56de\u7e70\u308a\u8fd4\u3057\u3001\u6700\u7d42\u7684\u306b\u5e73\u5747\u7cbe\u5ea6\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ea4\u5dee\u691c\u8a3c\u6cd5\uff08K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\uff09\u306e\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u5206\u5272\u306b\u4f9d\u5b58\u3057\u306b\u304f\u3044\u70b9\u3067\u3059\u3002<br \/>\n<mark>\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u3067\u306f\u3001\u305f\u307e\u305f\u307e\u504f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u5272\u306b\u306a\u308b\u3068\u8a55\u4fa1\u7d50\u679c\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u3067\u306f\u8907\u6570\u30d1\u30bf\u30fc\u30f3\u3067\u691c\u8a3c\u3092\u884c\u3046\u305f\u3081\u3001\u3088\u308a\u5b89\u5b9a\u3057\u305f\u6027\u80fd\u8a55\u4fa1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/mark><br \/>\nK\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u306f\u300c\u672a\u77e5\u30c7\u30fc\u30bf\u3067\u3082\u5b89\u5b9a\u3057\u3066\u6027\u80fd\u3092\u767a\u63ee\u3067\u304d\u308b\u304b\u300d\u3092\u9ad8\u7cbe\u5ea6\u306b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u8a55\u4fa1\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"i-16\">\u5b66\u7fd2\u66f2\u7dda\u3067\u904e\u5b66\u7fd2\u3092\u53ef\u8996\u5316\u3059\u308b<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001\u300c\u5b66\u7fd2\u66f2\u7dda\u300d\u3092\u5229\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u5b66\u7fd2\u66f2\u7dda\u3068\u306f\u3001\u5b66\u7fd2\u306e\u9032\u884c\u306b\u4f34\u3046\u300c\u8a13\u7df4\u7cbe\u5ea6\u300d\u3068\u300c\u691c\u8a3c\u7cbe\u5ea6\u300d\u306e\u5909\u5316\u3092\u30b0\u30e9\u30d5\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002<br \/>\n\u901a\u5e38\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u30a8\u30dd\u30c3\u30af\u6570\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3066\u8a13\u7df4\u7cbe\u5ea6\u306f\u5411\u4e0a\u3057\u307e\u3059\u304c\u3001\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u3068\u3001\u8a13\u7df4\u7cbe\u5ea6\u3060\u3051\u304c\u4e0a\u304c\u308a\u7d9a\u3051\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u691c\u8a3c\u7cbe\u5ea6\u306f\u9014\u4e2d\u304b\u3089\u4f4e\u4e0b\u3057\u59cb\u3081\u307e\u3059\u3002<br \/>\n<mark>\u3053\u306e\u300c\u8a13\u7df4\u7cbe\u5ea6\u3068\u691c\u8a3c\u7cbe\u5ea6\u306e\u4e56\u96e2\u300d\u304c\u3001\u904e\u5b66\u7fd2\u306e\u4ee3\u8868\u7684\u306a\u5146\u5019\u3067\u3059\u3002<\/mark><br \/>\n\u5b66\u7fd2\u66f2\u7dda\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u300c\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u904e\u5b66\u7fd2\u304c\u59cb\u307e\u3063\u305f\u306e\u304b\u300d\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u30a8\u30dd\u30c3\u30af\u6570\u306e\u8abf\u6574\u3084\u30a2\u30fc\u30ea\u30fc\u30b9\u30c8\u30c3\u30d4\u30f3\u30b0\u306a\u3069\u306e\u5bfe\u7b56\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h2 id=\"i-17\">\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u5bfe\u7b56\u65b9\u6cd5<\/h2>\n<p>\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u304a\u3082\u306a\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e7\u3064\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u6b63\u5247\u5316\uff08L1\u6b63\u5247\u5316\u30fbL2\u6b63\u5247\u5316\uff09<\/li>\n<li>\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\uff08Dropout\uff09<\/li>\n<li>\u30c7\u30fc\u30bf\u62e1\u5f35\uff08Data Augmentation\uff09<\/li>\n<li>\u65e9\u671f\u505c\u6b62\uff08Early Stopping\uff09<\/li>\n<li>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2<\/li>\n<li>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316<\/li>\n<\/ol>\n<h3 id=\"i-18\">\u6b63\u5247\u5316\uff08L1\u6b63\u5247\u5316\u30fbL2\u6b63\u5247\u5316\uff09<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u9632\u3050\u4ee3\u8868\u7684\u306a\u65b9\u6cd5\u306e\u4e00\u3064\u304c\u3001\u300c\u6b63\u5247\u5316\uff08Regularization\uff09\u300d\u3067\u3059\u3002<br \/>\n<mark>\u6b63\u5247\u5316\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u4ee5\u4e0a\u306b\u8907\u96d1\u306b\u306a\u308b\u3053\u3068\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u640d\u5931\u95a2\u6570\u3078\u30da\u30ca\u30eb\u30c6\u30a3\u9805\u3092\u8ffd\u52a0\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/mark><br \/>\n\u4ee3\u8868\u7684\u306a\u6b63\u5247\u5316\u306b\u306f\u3001\u300cL1\u6b63\u5247\u5316\uff08Lasso\u56de\u5e30\uff09\u300d\u3068\u300cL2\u6b63\u5247\u5316\uff08Ridge\u56de\u5e30\uff09\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u624b\u6cd5<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7279\u5fb4<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">L1\u6b63\u5247\u5316\uff08Lasso\uff09<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u4e0d\u8981\u306a\u91cd\u307f\u30920\u306b\u8fd1\u3065\u3051\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">L2\u6b63\u5247\u5316\uff08Ridge\uff09<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u91cd\u307f\u5168\u4f53\u3092\u5c0f\u3055\u304f\u6291\u3048\u308b<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Elastic Net<\/span><\/td>\n<td><span style=\"font-weight: 400;\">L1\u3068L2\u3092\u7d44\u307f\u5408\u308f\u305b\u308b<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>L1\u6b63\u5247\u5316\u306f\u3001\u91cd\u8981\u5ea6\u306e\u4f4e\u3044\u7279\u5fb4\u91cf\u306e\u91cd\u307f\u30920\u306b\u3057\u3084\u3059\u3044\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<br \/>\n\u4e00\u65b9\u306eL2\u6b63\u5247\u5316\u306f\u3001\u91cd\u307f\u3092\u5b8c\u5168\u306b0\u306b\u306f\u305b\u305a\u3001\u5168\u4f53\u7684\u306b\u5c0f\u3055\u304f\u6291\u3048\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6b63\u5247\u5316\u624b\u6cd5\u306f\u3001\u6975\u7aef\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5897\u52a0\u3092\u9632\u304e\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u5b66\u7fd2\u3092\u5b89\u5b9a\u5316\u3055\u305b\u308b\u52b9\u679c\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u6b63\u5247\u5316\u306f\u300c\u30e2\u30c7\u30eb\u3092\u5fc5\u8981\u4ee5\u4e0a\u306b\u8907\u96d1\u306b\u3057\u306a\u3044\u300d\u305f\u3081\u306e\u91cd\u8981\u306a\u4ed5\u7d44\u307f\u3067\u3042\u308a\u3001\u904e\u5b66\u7fd2\u5bfe\u7b56\u306e\u57fa\u672c\u624b\u6cd5\u3068\u3057\u3066\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"i-19\">\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\uff08Dropout\uff09<\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300c\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\uff08Dropout\uff09\u300d\u3067\u3059\u3002<br \/>\n\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u3068\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u4e2d\u306b\u3001\u4e00\u90e8\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u7121\u52b9\u5316\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3092\u9032\u3081\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>\n\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u3067\u306f\u3001\u300c20\uff05\u300d\u3084\u300c50\uff05\u300d\u306a\u3069\u4e00\u5b9a\u5272\u5408\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u5b66\u7fd2\u6642\u306b\u30e9\u30f3\u30c0\u30e0\u3067\u505c\u6b62\u3055\u305b\u307e\u3059\u3002<br \/>\n<mark>\u6bce\u56de\u7570\u306a\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u7121\u52b9\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306f\u300c\u7279\u5b9a\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u983c\u307f\u300d\u306e\u5b66\u7fd2\u304c\u3067\u304d\u306a\u304f\u306a\u308a\u3001\u591a\u69d8\u306a\u7279\u5fb4\u3092\u5229\u7528\u3057\u3066\u5b66\u7fd2\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/mark><\/p>\n<p>\u305f\u3060\u3057\u3001\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u7387\u3092\u9ad8\u304f\u3057\u3059\u304e\u308b\u3068\u3001\u5fc5\u8981\u306a\u60c5\u5831\u307e\u3067\u5931\u308f\u308c\u3066\u5b66\u7fd2\u52b9\u7387\u304c\u4f4e\u4e0b\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u300120\u301c50\uff05\u7a0b\u5ea6\u306e\u7bc4\u56f2\u3067\u8abf\u6574\u3057\u306a\u304c\u3089\u5229\u7528\u3055\u308c\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<br \/>\n\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u306f\u300c\u30e9\u30f3\u30c0\u30e0\u6027\u300d\u3092\u6d3b\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u504f\u308a\u3092\u6291\u3048\u3001\u3088\u308a\u67d4\u8edf\u3067\u6c4e\u7528\u6027\u306e\u9ad8\u3044AI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"i-20\">\u30c7\u30fc\u30bf\u62e1\u5f35\uff08Data Augmentation\uff09<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u9632\u3050\u65b9\u6cd5\u3068\u3057\u3066\u3001\u300c\u30c7\u30fc\u30bf\u62e1\u5f35\uff08Data Augmentation\uff09\u300d\u3082\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30c7\u30fc\u30bf\u62e1\u5f35\u3068\u306f\u3001\u65e2\u5b58\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u3055\u307e\u3056\u307e\u306a\u5909\u63db\u3092\u52a0\u3048\u3001\u4eba\u5de5\u7684\u306b\u30c7\u30fc\u30bf\u91cf\u3092\u5897\u3084\u3059\u624b\u6cd5\u3067\u3059\u3002<br \/>\n<mark>\u7279\u306b\u753b\u50cf\u8a8d\u8b58\u3084\u97f3\u58f0\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u306e\u5206\u91ce\u3067\u52b9\u679c\u7684\u306a\u904e\u5b66\u7fd2\u5bfe\u7b56\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/mark><\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u732b\u300d\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3057\u304b\u6301\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u5de6\u53f3\u53cd\u8ee2\u30fb\u56de\u8ee2\u30fb\u660e\u308b\u3055\u5909\u66f4\u306a\u3069\u3092\u884c\u3046\u3068\u591a\u69d8\u306a\u6761\u4ef6\u4e0b\u306e\u732b\u753b\u50cf\u3092\u4eba\u5de5\u7684\u306b\u4f5c\u308a\u51fa\u305b\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306f\u300c\u732b\u306e\u672c\u8cea\u7684\u7279\u5fb4\u300d\u3092\u5b66\u7fd2\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30c7\u30fc\u30bf\u62e1\u5f35\u306f\u3001\u300c\u30c7\u30fc\u30bf\u4e0d\u8db3\u306b\u3088\u308b\u904e\u5b66\u7fd2\u300d\u3092\u9632\u304e\u3001AI\u30e2\u30c7\u30eb\u306e\u6c4e\u7528\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u5f79\u7acb\u3064\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"i-21\">\u65e9\u671f\u505c\u6b62\uff08Early Stopping\uff09<\/h3>\n<p>\u65e9\u671f\u505c\u6b62\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u4e2d\u306b\u691c\u8a3c\u30c7\u30fc\u30bf\u306e\u6027\u80fd\u3092\u76e3\u8996\u3057\u3001\u7cbe\u5ea6\u6539\u5584\u304c\u6b62\u307e\u3063\u305f\u3001\u3042\u308b\u3044\u306f\u640d\u5931\u304c\u60aa\u5316\u3057\u59cb\u3081\u305f\u6bb5\u968e\u3067\u5b66\u7fd2\u3092\u6253\u3061\u5207\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>\n\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u6a19\u6e96\u7684\u306a\u904e\u5b66\u7fd2\u5bfe\u7b56\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nEarly Stopping\u3067\u306f\u3001\u5b66\u7fd2\u3054\u3068\u306b\u691c\u8a3c\u30c7\u30fc\u30bf\u306e\u640d\u5931\u3084\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u72b6\u614b\u306b\u306a\u3063\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5b66\u7fd2\u3092\u505c\u6b62\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u691c\u8a3c\u7cbe\u5ea6\u304c\u4e00\u5b9a\u671f\u9593\u6539\u5584\u3057\u306a\u3044<\/li>\n<li>\u691c\u8a3c\u640d\u5931\u304c\u4e0a\u6607\u3057\u59cb\u3081\u308b<\/li>\n<li>\u8a13\u7df4\u7cbe\u5ea6\u3060\u3051\u304c\u5411\u4e0a\u3057\u7d9a\u3051\u308b<\/li>\n<\/ol>\n<p>\u4eee\u306b\u3001\u300c\u8a13\u7df4\u7cbe\u5ea6\u306f\u5411\u4e0a\u3057\u3066\u3044\u308b\u306e\u306b\u3001\u691c\u8a3c\u640d\u5931\u304c\u9014\u4e2d\u304b\u3089\u60aa\u5316\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u5834\u5408\u3001\u30e2\u30c7\u30eb\u304c\u300c\u8a18\u61b6\u578b\u5b66\u7fd2\u300d\u306b\u79fb\u884c\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u3053\u306e\u6642\u70b9\u3067\u5b66\u7fd2\u3092\u6b62\u3081\u308b\u3053\u3068\u3067\u3001\u904e\u5b66\u7fd2\u3092\u6291\u5236\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u7279\u306b\u52b9\u679c\u7684\u306a\u306e\u304c\u3001\u300c\u5b66\u7fd2\u66f2\u7dda\u300d\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u5229\u7528\u3067\u3059\u3002<br \/>\n<mark>\u8a13\u7df4\u640d\u5931\u3068\u691c\u8a3c\u640d\u5931\u306e\u63a8\u79fb\u3092\u30b0\u30e9\u30d5\u5316\u3059\u308b\u3068\u3001\u904e\u5b66\u7fd2\u304c\u59cb\u307e\u308b\u30dd\u30a4\u30f3\u30c8\u3092\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/mark><br \/>\n\u65e9\u671f\u505c\u6b62\u306f\u300c\u5b66\u7fd2\u3057\u3059\u304e\u300d\u3092\u9632\u304e\u306a\u304c\u3089\u3001\u6700\u9069\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u30e2\u30c7\u30eb\u3092\u5b8c\u6210\u3055\u305b\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u904e\u5b66\u7fd2\u5bfe\u7b56\u3067\u3059\u3002<\/p>\n<h3 id=\"i-22\">\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2<\/h3>\n<p>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u3068\u306f\u3001\u8907\u6570\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4e88\u6e2c\u3092\u884c\u3044\u3001\u5358\u4e00\u30e2\u30c7\u30eb\u3088\u308a\u3082\u9ad8\u3044\u7cbe\u5ea6\u3084\u5b89\u5b9a\u6027\u3092\u5b9f\u73fe\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u624b\u6cd5<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7279\u5fb4<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7528\u9014<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30d0\u30ae\u30f3\u30b0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u8907\u6570\u30e2\u30c7\u30eb\u3092\u4e26\u5217\u5b66\u7fd2\u3057\u5e73\u5747\u5316\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u904e\u5b66\u7fd2\u306e\u6291\u5236<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u8aa4\u5206\u985e\u3092\u91cd\u70b9\u7684\u306b\u5b66\u7fd2\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u7cbe\u5ea6\u5411\u4e0a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30b9\u30bf\u30c3\u30ad\u30f3\u30b0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u8907\u6570\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u3092\u5225\u30e2\u30c7\u30eb\u3067\u7d71\u5408\u3059\u308b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u9ad8\u5ea6\u306a\u4e88\u6e2c\u6700\u9069\u5316<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u305f\u3068\u3048\u3070\u3001\u30b9\u30dd\u30fc\u30c4\u306e\u8a66\u5408\u4e88\u60f3\u3067\u3082\u3001\u4e00\u4eba\u306e\u4e88\u60f3\u3060\u3051\u3067\u306a\u304f\u8907\u6570\u4eba\u306e\u610f\u898b\u3092\u7dcf\u5408\u3057\u305f\u307b\u3046\u304c\u3001\u504f\u308a\u306e\u5c11\u306a\u3044\u5224\u65ad\u304c\u3067\u304d\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u3082\u540c\u69d8\u306b\u3001\u300c\u8907\u6570\u306e\u8996\u70b9\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u300d\u3053\u3068\u3067\u3001\u3088\u308a\u5b89\u5b9a\u3057\u305f\u4e88\u6e2c\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<br \/>\n<mark>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306f\u3001\u300c1\u3064\u306e\u30e2\u30c7\u30eb\u306b\u4f9d\u5b58\u3057\u3059\u304e\u306a\u3044\u300d\u3053\u3068\u3067\u904e\u5b66\u7fd2\u3092\u6291\u3048\u3064\u3064\u3001\u9ad8\u7cbe\u5ea6\u306aAI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6cd5\u3067\u3059\u3002<\/mark><\/p>\n<h3 id=\"i-23\">\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u9632\u3050\u65b9\u6cd5\u3068\u3057\u3066\u3001\u300c\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u3082\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u65b9\u6cd5\u3084\u69cb\u9020\u3092\u4e8b\u524d\u306b\u8a2d\u5b9a\u3059\u308b\u5024\u306e\u3053\u3068\u3067\u3001\u4ee3\u8868\u4f8b\u3068\u3057\u3066\u300c\u5b66\u7fd2\u7387\uff08Learning Rate\uff09\u300d\u300c\u5c64\u6570\u300d\u300c\u30ce\u30fc\u30c9\u6570\u300d\u300c\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u300d\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5c64\u6570\u3084\u30ce\u30fc\u30c9\u6570\u3092\u5897\u3084\u3057\u3059\u304e\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u8868\u73fe\u529b\u304c\u9ad8\u304f\u306a\u308a\u3059\u304e\u3066\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u30ce\u30a4\u30ba\u307e\u3067\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001<mark>\u30e2\u30c7\u30eb\u304c\u5358\u7d14\u3059\u304e\u308b\u3068\u3001\u5341\u5206\u306a\u7279\u5fb4\u3092\u5b66\u7fd2\u3067\u304d\u305a\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u76ee\u7684\u306b\u5fdc\u3058\u305f\u9069\u5207\u306a\u30d0\u30e9\u30f3\u30b9\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u3002<\/mark><br \/>\n\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u300c\u30e2\u30c7\u30eb\u6027\u80fd\u300d\u3068\u300c\u6c4e\u5316\u6027\u80fd\u300d\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u91cd\u8981\u306a\u5de5\u7a0b\u3067\u3059\u3002<\/p>\n<h3 id=\"i-24\">\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316<\/h3>\n<p>\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u300c\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316\u300d\u3082\u91cd\u8981\u306a\u5bfe\u7b56\u3067\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316\u3068\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3084\u5c64\u6570\u3001\u7279\u5fb4\u91cf\u306a\u3069\u3092\u5fc5\u8981\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u4e0b\u3052\u308b\u65b9\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002<br \/>\n\u7279\u306b\u3001<mark>\u8a13\u7df4\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001\u904e\u5ea6\u306b\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u300c\u6697\u8a18\u578b\u5b66\u7fd2\u300d\u306b\u306a\u308a\u3084\u3059\u3044\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/mark><br \/>\n\u30e2\u30c7\u30eb\u306e\u5358\u7d14\u5316\u306f\u300c\u9ad8\u6027\u80fd\u5316\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u672a\u77e5\u30c7\u30fc\u30bf\u3078\u306e\u5f37\u3055\u300d\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u304b\u3064\u52b9\u679c\u7684\u306a\u904e\u5b66\u7fd2\u5bfe\u7b56\u3067\u3059\u3002<\/p>\n<h2 id=\"i-25\">\u904e\u5b66\u7fd2\u3092\u5de1\u308b\u6700\u65b0\u306e\u7814\u7a76\u52d5\u5411<\/h2>\n<p>\u904e\u5b66\u7fd2\u3092\u5de1\u308b\u6700\u65b0\u306e\u7814\u7a76\u52d5\u5411\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>Grokking\uff08\u30b0\u30ed\u30c3\u30ad\u30f3\u30b0\uff09\u73fe\u8c61<\/li>\n<li>\u4e8c\u91cd\u964d\u4e0b\uff08Double Descent\uff09<\/li>\n<li>\u300c\u56de\u907f\u3059\u3079\u304d\u3082\u306e\u300d\u304b\u3089\u300c\u8a2d\u8a08\u8981\u7d20\u300d\u3078\u306e\u5909\u5316<\/li>\n<\/ol>\n<h3 id=\"i-26\">Grokking\uff08\u30b0\u30ed\u30c3\u30ad\u30f3\u30b0\uff09\u73fe\u8c61<\/h3>\n<p>\u8fd1\u5e74\u306e\u6a5f\u68b0\u5b66\u7fd2\u7814\u7a76\u3067\u306f\u3001\u300cGrokking\uff08\u30b0\u30ed\u30c3\u30ad\u30f3\u30b0\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u8208\u5473\u6df1\u3044\u73fe\u8c61\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nGrokking\u3068\u306f\u3001\u4e00\u5ea6\u306f\u904e\u5b66\u7fd2\u72b6\u614b\u306b\u306a\u3063\u305f\u30e2\u30c7\u30eb\u304c\u3001\u3055\u3089\u306b\u9577\u6642\u9593\u5b66\u7fd2\u3092\u7d9a\u3051\u308b\u3068\u3001\u3042\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u304b\u3089\u7a81\u7136\u6c4e\u5316\u6027\u80fd\u3092\u7372\u5f97\u3059\u308b\u73fe\u8c61\u3067\u3059\u3002<br \/>\nGrokking\u306f\u3001\u4ee5\u4e0b\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u8aac\u660e\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6697\u8a18\u30d5\u30a7\u30fc\u30ba\uff1a\u8a13\u7df4\u7cbe\u5ea6\u306e\u307f\u6025\u4e0a\u6607<br \/>\n\u505c\u6ede\u30d5\u30a7\u30fc\u30ba\uff1a\u30c6\u30b9\u30c8\u7cbe\u5ea6\u304c\u4f38\u3073\u306a\u3044<br \/>\n\u7406\u89e3\u30d5\u30a7\u30fc\u30ba\uff1a\u30c6\u30b9\u30c8\u7cbe\u5ea6\u304c\u7a81\u7136\u5411\u4e0a<\/p>\n<p>\u7279\u5fb4\u7684\u306a\u306e\u306f\u3001\u300c\u505c\u6ede\u30d5\u30a7\u30fc\u30ba\u300d\u306e\u5b58\u5728\u3067\u3059\u3002\u901a\u5e38\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u8a13\u7df4\u7cbe\u5ea6\u3068\u30c6\u30b9\u30c8\u7cbe\u5ea6\u306f\u3042\u308b\u7a0b\u5ea6\u9023\u52d5\u3057\u3066\u5411\u4e0a\u3057\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057<mark>Grokking\u3067\u306f\u3001\u8a13\u7df4\u7cbe\u5ea6\u304c\u307b\u307c100\uff05\u306b\u306a\u3063\u3066\u3082\u3001\u30c6\u30b9\u30c8\u7cbe\u5ea6\u306f\u9577\u671f\u9593\u307b\u3068\u3093\u3069\u6539\u5584\u305b\u305a\u3001\u3042\u308b\u6642\u70b9\u3067\u6025\u6fc0\u306b\u30c6\u30b9\u30c8\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<br \/>\n\u73fe\u5728\u3082Grokking\u306f\u6d3b\u767a\u306b\u7814\u7a76\u304c\u9032\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u300cAI\u306f\u672c\u5f53\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u306e\u304b\u300d\u300c\u6c4e\u5316\u3068\u306f\u4f55\u304b\u300d\u3092\u8003\u3048\u308b\u4e0a\u3067\u91cd\u8981\u306a\u30c6\u30fc\u30de\u306e\u4e00\u3064\u3067\u3059\u3002<\/mark><\/p>\n<h3 id=\"i-27\">\u4e8c\u91cd\u964d\u4e0b\uff08Double Descent\uff09<\/h3>\n<p>\u4e8c\u91cd\u964d\u4e0b\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u5897\u3084\u3057\u3066\u3044\u304f\u3068\u3001\u4e00\u5ea6\u306f\u904e\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6027\u80fd\u304c\u60aa\u5316\u3059\u308b\u3082\u306e\u306e\u3001\u3055\u3089\u306b\u30e2\u30c7\u30eb\u3092\u5927\u898f\u6a21\u5316\u3059\u308b\u3068\u518d\u3073\u6027\u80fd\u304c\u6539\u5584\u3059\u308b\u73fe\u8c61\u3067\u3059\u3002<br \/>\n\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u300c\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u306b\u306a\u308a\u3059\u304e\u308b\u3068\u904e\u5b66\u7fd2\u304c\u767a\u751f\u3057\u3001\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u300d\u3068\u3044\u3046\u300c\u30d0\u30a4\u30a2\u30b9-\u30d0\u30ea\u30a2\u30f3\u30b9\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u300d\u306e\u8003\u3048\u65b9\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u3001\u4e8c\u91cd\u964d\u4e0b\u3067\u306f\u3082\u3046\u4e00\u5ea6\u6027\u80fd\u304c\u6539\u5584\u3059\u308b\u4e0b\u964d\u5c40\u9762\u304c\u73fe\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u6df1\u5c64\u5b66\u7fd2\u3067\u306f\u300c\u5927\u304d\u3059\u304e\u308b\u30e2\u30c7\u30eb\u306f\u904e\u5b66\u7fd2\u3059\u308b\u300d\u3068\u3044\u3046\u5f93\u6765\u306e\u5e38\u8b58\u306b\u53cd\u3057\u3066\u3001\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u307b\u3046\u304c\u9ad8\u7cbe\u5ea6\u306b\u306a\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u89b3\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n<mark>\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066\u306f\u3001\u300c\u5c11\u3057\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u304c\u4e00\u756a\u4e2d\u9014\u534a\u7aef\u306b\u30ce\u30a4\u30ba\u3078\u5f15\u3063\u5f35\u3089\u308c\u3084\u3059\u304f\u3001\u6975\u7aef\u306b\u5927\u304d\u306a\u30e2\u30c7\u30eb\u306b\u306a\u308b\u3068\u9006\u306b\u672c\u8cea\u7684\u306a\u69cb\u9020\u3092\u5b66\u7fd2\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u611f\u899a\u306b\u8fd1\u3044\u3068\u8003\u3048\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/mark><br \/>\n\u4e8c\u91cd\u964d\u4e0b\u306f\u300c\u30e2\u30c7\u30eb\u306f\u5927\u304d\u3044\u307b\u3069\u5371\u967a\u300d\u3068\u3044\u3046\u5f93\u6765\u7406\u8ad6\u3092\u518d\u8003\u3055\u305b\u308b\u73fe\u8c61\u3067\u3042\u308a\u3001\u73fe\u4ee3\u306e\u5927\u898f\u6a21AI\u30e2\u30c7\u30eb\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u6b20\u304b\u305b\u306a\u3044\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u3002<\/p>\n<h3 id=\"i-28\">\u300c\u56de\u907f\u3059\u3079\u304d\u3082\u306e\u300d\u304b\u3089\u300c\u8a2d\u8a08\u8981\u7d20\u300d\u3078\u306e\u5909\u5316<\/h3>\n<p>\u5f93\u6765\u3001\u904e\u5b66\u7fd2\u306f\u300c\u7d76\u5bfe\u306b\u56de\u907f\u3059\u3079\u304d\u554f\u984c\u300d\u3068\u3057\u3066\u6271\u308f\u308c\u3066\u304d\u307e\u3057\u305f\u3002<br \/>\n\u3057\u304b\u3057\u30012026\u5e74\u73fe\u5728\u306e\u5927\u898f\u6a21AI\u30e2\u30c7\u30eb\u6642\u4ee3\u3067\u306f\u3001\u3053\u306e\u8003\u3048\u65b9\u304c\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7279\u306bGPT\u306e\u3088\u3046\u306a\u8d85\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u3001\u300c\u4e00\u6642\u7684\u306a\u904e\u5b66\u7fd2\u72b6\u614b\u300d\u3092\u7d4c\u7531\u3057\u306a\u304c\u3089\u6700\u7d42\u7684\u306b\u9ad8\u3044\u6c4e\u5316\u6027\u80fd\u3092\u7372\u5f97\u3059\u308b\u73fe\u8c61\u304c\u8907\u6570\u78ba\u8a8d\u3055\u308c\u3066\u304a\u308a\u3001\u904e\u5b66\u7fd2\u306f\u300c\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u90e8\u300d\u3068\u3057\u3066\u6349\u3048\u3089\u308c\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<br \/>\n<mark>\u73fe\u5728\u306e\u6a5f\u68b0\u5b66\u7fd2\u7814\u7a76\u3067\u306f\u3001\u904e\u5b66\u7fd2\u306f\u300c\u3069\u306e\u3088\u3046\u306b\u767a\u751f\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u5236\u5fa1\u3057\u3001\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6c4e\u5316\u3078\u5909\u5316\u3059\u308b\u304b\u300d\u3092\u8a2d\u8a08\u30fb\u7406\u89e3\u3059\u308b\u5bfe\u8c61\u3078\u3068\u5909\u5316\u3057\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/mark><\/p>\n<h2 id=\"i-29\">\u904e\u5b66\u7fd2\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n<p>\u904e\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<ol>\n<li>\u904e\u5b66\u7fd2\u3068\u904e\u5c11\u5b66\u7fd2\uff08\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306f\u3069\u3061\u3089\u304c\u6df1\u523b\u304b<\/li>\n<li>\u904e\u5b66\u7fd2\u306fLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u3082\u8d77\u304d\u308b\u306e\u304b<\/li>\n<\/ol>\n<h3 id=\"i-30\">\u904e\u5b66\u7fd2\u3068\u904e\u5c11\u5b66\u7fd2\uff08\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306f\u3069\u3061\u3089\u304c\u6df1\u523b\u304b<\/h3>\n<p>\u4e00\u822c\u7684\u306b\u306f\u3001\u904e\u5c11\u5b66\u7fd2\u306e\u65b9\u304c\u5bfe\u51e6\u304c\u96e3\u3057\u3044\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n<mark>\u904e\u5b66\u7fd2\u306f\u6b63\u5247\u5316\u3084\u30c7\u30fc\u30bf\u62e1\u5f35\u3001Early Stopping\u306a\u3069\u5bfe\u7b56\u624b\u6cd5\u304c\u8c4a\u5bcc\u3067\u3059\u304c\u3001\u904e\u5c11\u5b66\u7fd2\u306f\u30e2\u30c7\u30eb\u69cb\u9020\u3084\u7279\u5fb4\u91cf\u8a2d\u8a08\u305d\u306e\u3082\u306e\u3092\u898b\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u6839\u672c\u7684\u306a\u6539\u5584\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u304c\u591a\u3044\u3053\u3068\u304c\u7406\u7531\u3067\u3059\u3002<\/mark><\/p>\n<h3 id=\"i-31\">\u904e\u5b66\u7fd2\u306fLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3067\u3082\u8d77\u304d\u308b\u306e\u304b<\/h3>\n<p>LLM\u3067\u3082\u904e\u5b66\u7fd2\u306f\u767a\u751f\u3057\u3001\u7279\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3044\u5834\u5408\u3001\u7279\u5b9a\u30c7\u30fc\u30bf\u3078\u904e\u5270\u9069\u5408\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\n<mark>\u8fd1\u5e74\u306f\u3001LoRA\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u306a\u5b66\u7fd2\u624b\u6cd5\u3092\u6d3b\u7528\u3057\u3001\u904e\u5b66\u7fd2\u30ea\u30b9\u30af\u3092\u6291\u3048\u308b\u65b9\u6cd5\u304c\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/mark><\/p>\n<h2 id=\"i-32\">\u904e\u5b66\u7fd2\u306e\u7406\u89e3\u304c\u30e2\u30c7\u30eb\u7cbe\u5ea6\u5411\u4e0a\u306e\u7b2c\u4e00\u6b69<\/h2>\n<p><mark>\u904e\u5b66\u7fd2\u306f\u3001AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u5f15\u304d\u8d77\u3053\u3059\u91cd\u8981\u306a\u8ab2\u984c\u3067\u3059\u3002\u7279\u306b\u8fd1\u5e74\u306f\u3001LLM\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u5358\u306a\u308b\u300c\u56de\u907f\u5bfe\u8c61\u300d\u3067\u306f\u306a\u304f\u3001\u5b66\u7fd2\u8a2d\u8a08\u5168\u4f53\u306e\u4e2d\u3067\u7406\u89e3\u30fb\u5236\u5fa1\u3059\u3079\u304d\u30c6\u30fc\u30de\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/mark><br \/>\n\u672c\u8a18\u4e8b\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u904e\u5b66\u7fd2\u3068\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u904e\u5270\u9069\u5408\u3057\u3001\u672a\u77e5\u30c7\u30fc\u30bf\u3078\u306e\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u73fe\u8c61<\/li>\n<li>\u539f\u56e0\u306b\u306f\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u30fb\u30c7\u30fc\u30bf\u504f\u308a\u30fb\u30e2\u30c7\u30eb\u8907\u96d1\u5316\u30fb\u5b66\u7fd2\u3057\u3059\u304e\u306a\u3069\u304c\u3042\u308b<\/li>\n<li>\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u6cd5\u3084\u4ea4\u5dee\u691c\u8a3c\u3001\u5b66\u7fd2\u66f2\u7dda\u306a\u3069\u3067\u904e\u5b66\u7fd2\u3092\u691c\u77e5\u3067\u304d\u308b<\/li>\n<li>\u6b63\u5247\u5316\u3001Dropout\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u3001Early Stopping\u306a\u3069\u304c\u4ee3\u8868\u7684\u5bfe\u7b56<\/li>\n<li>\u8fd1\u5e74\u306fGrokking\u3084\u4e8c\u91cd\u964d\u4e0b\u306a\u3069\u3001\u65b0\u3057\u3044\u5b66\u7fd2\u73fe\u8c61\u306e\u7814\u7a76\u3082\u9032\u3093\u3067\u3044\u308b<\/li>\n<\/ul>\n<p>\u904e\u5b66\u7fd2\u3078\u306e\u7406\u89e3\u3092\u6df1\u3081\u3001\u9069\u5207\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u306e\u304c\u3001\u5b9f\u7528\u7684\u3067\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u69cb\u7bc9\u306e\u7b2c\u4e00\u6b69\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<br \/>\n<a href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\">\u69d8\u3005\u306a\u696d\u52d9\u3092\u81ea\u5f8b\u7684\u306b\u9042\u884c\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300cJAPAN AI AGENT\u300d<\/a><\/p>\n<div class=\"cta_ai_agent_b cta_wh_type_b\">\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_txt\">\n<h4 id=\"i-33\">\n                3\u5206\u3067\u308f\u304b\u308b\uff01<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u790e\u77e5\u8b58            <\/h4>\n<p>\n                AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a2d\u5b9a\u3057\u305f\u76ee\u6a19\u3084\u30b4\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u81ea\u5f8b\u7684\u306b\u6700\u9069\u306a\u884c\u52d5\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u5dee\u304c\u51fa\u308b\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002            <\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<div class=\"cta_imgbox\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_general_ai_agent.png\"><\/div>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" class=\"sp_btnbox\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<\/div>\n<section><a class=\"cta_ai_agent cta_wh_type\" href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><\/p>\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/japan-ai.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_inner_top\">\n<p class=\"sub_top_p\">\n                    \u65e5\u672c\u4f01\u696d\u306e\u305f\u3081\u306e<br \/>\u6700\u3082\u5b9f\u7528\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\uff01\n                <\/p>\n<p class=\"sub_bot_p\">\n                    AI\u304c\u4f01\u696d\u306e\u69d8\u3005\u306a\u8077\u7a2e\u306e<br class=\"sp_br\">\u65b9\u3005\u304c<br class=\"pc_br\">\n                    \u666e\u6bb5\u884c\u3063\u3066\u3044\u308b<br class=\"sp_br\"><span>\u30bf\u30b9\u30af\u3092\u81ea\u5f8b\u7684<\/span>\u306b<span>\u5b9f\u884c<\/span><\/p>\n<\/div>\n<div class=\"cta_inner_bot\">\n<div class=\"cta_txtbox\">\n<h4 id=\"i-34\">\n                        JAPAN AI AGENT<br \/>\n                    <\/h4>\n<div class=\"txt_cols\">\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u5b9f\u7528\u6027\u306e\u9ad8\u3044AI\u30a8\u30fc\u30b8\u30a7\u30f3\u3092\u63d0\u4f9b\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u7121\u6599\u306e\u4f34\u8d70\u30b5\u30dd\u30fc\u30c8\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 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height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 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