{"id":9959,"date":"2023-11-13T15:30:38","date_gmt":"2023-11-13T06:30:38","guid":{"rendered":"https:\/\/www.marketreport.jp\/insight\/?p=9959"},"modified":"2026-05-11T03:14:46","modified_gmt":"2026-05-10T18:14:46","slug":"nlp-in-finance-market-mam","status":"publish","type":"post","link":"https:\/\/www.marketreport.jp\/insight\/nlp-in-finance-market-mam\/","title":{"rendered":"\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\uff08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30b5\u30fc\u30d3\u30b9\uff09\u3001\u7528\u9014\u5225\uff08\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u51fa\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09\u3001\u6280\u8853\u5225\uff08\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u3001\u696d\u7a2e\u5225\u3001\u5730\u57df\u5225 – 2028\u5e74\u307e\u3067\u306e\u4e16\u754c\u4e88\u6e2c"},"content":{"rendered":"

TABLE OF CONTENTS<\/p>\n

1 INTRODUCTION (Page No. – 46)
\n 1.1 STUDY OBJECTIVES
\n 1.2 MARKET DEFINITION
\n 1.2.1 INCLUSIONS AND EXCLUSIONS
\n 1.3 MARKET SCOPE
\n 1.3.1 MARKET SEGMENTATION
\n 1.3.2 REGIONS COVERED
\n 1.3.3 YEARS CONSIDERED
\n1.4 \u901a\u8ca8
\n\u88681 \u7c73\u30c9\u30eb\u70ba\u66ff\u30ec\u30fc\u30c8\uff082019-2022\u5e74
\n1.5 \u5229\u5bb3\u95a2\u4fc2\u8005<\/p>\n

2 \u7814\u7a76\u65b9\u6cd5 (\u30da\u30fc\u30b8 – 51)
\n2.1 \u8abf\u67fb\u30c7\u30fc\u30bf
\n\u56f31 \u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\uff1a\u8abf\u67fb\u30c7\u30b6\u30a4\u30f3
\n2.1.1 \u4e8c\u6b21\u30c7\u30fc\u30bf
\n2.1.2 \u4e00\u6b21\u30c7\u30fc\u30bf
\n2.1.2.1 \u4e00\u6b21\u9762\u63a5
\n2.1.2.2 \u4e3b\u8981\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u8a33
\n2.1.2.3 \u4e3b\u8981\u696d\u754c\u30a4\u30f3\u30b5\u30a4\u30c8
\n2.2 \u30c7\u30fc\u30bf\u306e\u4e09\u89d2\u6e2c\u91cf
\n\u56f32 \u30c7\u30fc\u30bf\u306e\u4e09\u89d2\u6e2c\u91cf
\n2.3 \u5e02\u5834\u898f\u6a21\u306e\u63a8\u5b9a
\n\u56f33 \u5e02\u5834\uff1a\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1
\n2.3.1 \u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1
\n2.3.2 \u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1
\n\u56f3 4 \u5e02\u5834\u898f\u6a21\u306e\u63a8\u5b9a\u65b9\u6cd5 – \u30a2\u30d7\u30ed\u30fc\u30c1 1\uff08\u4f9b\u7d66\u5074\uff09\uff1a\u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff0f\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u306e\u53ce\u76ca
\n\u56f3 5 \u5e02\u5834\u898f\u6a21\u306e\u63a8\u5b9a\u65b9\u6cd5 – \u30a2\u30d7\u30ed\u30fc\u30c1 2\u3001\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\uff08\u4f9b\u7d66\u5074\uff09\uff1a\u5e02\u5834\u306e\u5168\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff0f\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u306e\u7dcf\u53ce\u5165
\n\u56f3 6 \u5e02\u5834\u898f\u6a21\u306e\u63a8\u5b9a\u65b9\u6cd5 – \u30a2\u30d7\u30ed\u30fc\u30c1 3\u3001\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\uff08\u4f9b\u7d66\u5074\uff09\uff1a\u5e02\u5834\u306e\u5168\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff0f\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u306e\u7dcf\u53ce\u5165
\n\u56f3 7 \u5e02\u5834\u898f\u6a21\u306e\u63a8\u5b9a\u65b9\u6cd5 – \u30a2\u30d7\u30ed\u30fc\u30c1 4\u3001\u30dc\u30c8\u30e0\u30a2\u30c3\u30d7\uff08\u9700\u8981\u30b5\u30a4\u30c9\uff09\uff1a\u652f\u51fa\u5168\u4f53\u3092\u901a\u3058\u305f\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u30b7\u30a7\u30a2
\n2.4 \u5e02\u5834\u4e88\u6e2c
\n\u88682 \u56e0\u5b50\u5206\u6790
\n2.5 \u7814\u7a76\u306e\u524d\u63d0
\n2.6 \u7814\u7a76\u306e\u9650\u754c
\n2.7 \u666f\u6c17\u5f8c\u9000\u304c\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/p>\n

3 \u4e8b\u696d\u6982\u8981 \uff08\u30da\u30fc\u30b8 – 64\uff09
\n\u88683 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u5e02\u5834\u898f\u6a21\u3068\u6210\u9577\u7387\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\u3001\u524d\u5e74\u6bd4\uff09
\n\u88684 2023-2028\u5e74\u306e\u4e16\u754c\u5e02\u5834\u898f\u6a21\u3068\u6210\u9577\u7387\uff08\u767e\u4e07\u7c73\u30c9\u30eb\u3001\u524d\u5e74\u6bd4\uff09
\n\u56f38 2023\u5e74\u306b\u6700\u5927\u306e\u5e02\u5834\u898f\u6a21\u3092\u63e1\u308b\u306e\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5206\u91ce
\n\u56f39 2023\u5e74\u306b\u5927\u304d\u306a\u5e02\u5834\u30b7\u30a7\u30a2\u3092\u5360\u3081\u308b\u7d71\u8a08NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u56f310 2023\u5e74\u306b\u5e02\u5834\u3092\u652f\u914d\u3059\u308b\u306e\u306f\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9
\n\u56f311 2023\u5e74\u306b\u306f\u30b7\u30b9\u30c6\u30e0\u30fb\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30a4\u30f3\u30d7\u30ea\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u304c\u5e02\u5834\u3092\u652f\u914d\u3059\u308b
\n\u56f312 2023\u5e74\u306b\u306f\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5\u304c\u4e3b\u8981\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306a\u308b
\n\u56f313 2023\u5e74\u306b\u6700\u3082\u5c0e\u5165\u3055\u308c\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u6a5f\u68b0\u5b66\u7fd2
\n\u56f3 14 \u6700\u3082\u6210\u9577\u7387\u304c\u9ad8\u3044\u306e\u306f\u4fdd\u967a\u696d\u3067\u3042\u308b
\n\u56f315 \u5317\u7c73\u304c\u6700\u5927\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u3092\u5360\u3081\u308b<\/p>\n

4 \u30d7\u30ec\u30df\u30a2\u30e0\u30fb\u30a4\u30f3\u30b5\u30a4\u30c8 (\u30da\u30fc\u30b8 – 70)
\n4.1 \u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\u306e\u9b45\u529b\u7684\u306a\u6a5f\u4f1a
\n\u56f316 \u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4eba\u6c17\u306e\u9ad8\u307e\u308a\u3068NLP\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u5411\u4e0a\u304c\u5e02\u5834\u6210\u9577\u3092\u4fc3\u9032\u3059\u308b
\n4.2 \u5e02\u5834\uff1a\u4e0a\u4f4d3\u3064\u306e\u7528\u9014
\n\u56f3 17 \u6700\u3082\u9ad8\u3044\u6210\u9577\u7387\u3092\u5360\u3081\u308b\u306e\u306f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30bb\u30b0\u30e1\u30f3\u30c8
\n4.3 \u5317\u7c73\uff1a\u5e02\u5834\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u3001\u696d\u7a2e\u5225
\n\u56f318 2023\u5e74\u306b\u5317\u7c73\u306e\u6700\u5927\u682a\u4e3b\u3068\u306a\u308b\u306e\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u9280\u884c\u696d
\n4.4 \u5730\u57df\u5225\u5e02\u5834
\n\u56f319 \u5317\u7c73\u304c2023\u5e74\u306b\u6700\u5927\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u3092\u5360\u3081\u308b<\/p>\n

5 \u5e02\u5834\u6982\u8981\u3068\u696d\u754c\u52d5\u5411 \uff08\u30da\u30fc\u30b8 – 73\uff09
\n5.1 \u5c0e\u5165
\n5.2 \u5e02\u5834\u30c0\u30a4\u30ca\u30df\u30af\u30b9
\n\u56f3 20 \u91d1\u878d\u306b\u304a\u3051\u308b NLP \u5e02\u5834\uff1a\u4fc3\u9032\u8981\u56e0\u3001\u963b\u5bb3\u8981\u56e0\u3001\u6a5f\u4f1a\u3001\u8ab2\u984c
\n5.2.1 \u30c9\u30e9\u30a4\u30d0\u30fc
\n5.2.1.1 \u81ea\u52d5\u5316\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u9700\u8981\u304c\u4e16\u754c\u7684\u306b\u9ad8\u307e\u308b
\n5.2.1.2 \u8907\u96d1\u306a\u8ca1\u52d9\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790\u3059\u308b\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a
\n5.2.1.3 AI\u3068ML\u30e2\u30c7\u30eb\u306e\u51fa\u73fe
\n5.2.2 \u62d8\u675f
\n5.2.2.1 NLP\u30d9\u30fc\u30b9\u306e\u91d1\u878d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3051\u308b\u6a19\u6e96\u5316\u306e\u6b20\u5982
\n5.2.2.2 \u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u3059\u308b\u96e3\u3057\u3055
\n5.2.2.3 \u9ad8\u5ea6\u306aNLP\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8907\u96d1\u3055
\n5.2.3 \u6a5f\u4f1a
\n5.2.3.1 \u7279\u5b9a\u306e\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3084\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305fNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a
\n5.2.3.2 NLP\u3068\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u306b\u3088\u308b\u91d1\u878d\u696d\u52d9\u306e\u6b63\u78ba\u6027\u3068\u52b9\u7387\u6027\u306e\u5411\u4e0a
\n5.2.3.3 NLP\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u63a1\u7528\u62e1\u5927
\n5.2.4 \u8ab2\u984c
\n5.2.4.1 NLP\u306b\u4f34\u3046\u9ad8\u3044\u5c0e\u5165\u30b3\u30b9\u30c8
\n5.2.4.2 \u719f\u7df4\u3057\u305f\u5c02\u9580\u5bb6\u306e\u4e0d\u8db3
\n5.2.4.3 NLP\u306e\u4f7f\u7528\u306b\u4f34\u3046\u30c7\u30fc\u30bf\u30fb\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5
\n5.3 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u502b\u7406\u3068\u610f\u7fa9
\n5.3.1 \u30d0\u30a4\u30a2\u30b9\u3068\u516c\u5e73\u6027
\n5.3.2 \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3
\n5.3.3 \u77e5\u7684\u8ca1\u7523
\n5.3.4 \u8aac\u660e\u8cac\u4efb\u3068\u8cac\u4efb
\n5.3.5 \u793e\u4f1a\u7684\u30fb\u7d4c\u6e08\u7684\u5f71\u97ff
\n5.4 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u6b74\u53f2
\n\u56f321 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u6b74\u53f2
\n5.5 \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5206\u6790
\n\u56f3 22 \u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308b NLP \u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u4e3b\u8981\u4f01\u696d
\n5.5.1 \u91d1\u878d\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u304a\u3051\u308bNLP
\n5.5.2 \u91d1\u878d\u30af\u30e9\u30a6\u30c9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u304a\u3051\u308bNLP
\n5.5.3 \u91d1\u878dAPI\u3068As-a-Service\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u304a\u3051\u308bNLP
\n5.5.4 \u91d1\u878d\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u304a\u3051\u308bNLP
\n5.5.5 \u91d1\u878d\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u304a\u3051\u308bNLP
\n5.5.6 \u91d1\u878d\u898f\u5236\u5f53\u5c40\u306b\u304a\u3051\u308bNLP
\n5.6 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af
\n5.6.1 \u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc
\n5.6.2 \u30d1\u30a4\u30c8\u30fc\u30c1
\n5.6.3 \u30b1\u30e9\u30b9
\n5.6.4 NLTK
\n5.6.5 apache opennlp
\n5.6.6 \u30b9\u30da\u30a4\u30b7\u30fc
\n5.6.7 GENSIM
\n5.6.8 ALLENNLP
\n5.6.9 FLAIR
\n5.6.10 \u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u30fb\u30b3\u30ec\u30f3\u30eb\u30d7
\n5.7 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u5206\u6790
\n5.7.1 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3 1: Natwest \u793e\u3001IBM \u306b\u3088\u308a\u82e6\u60c5\u51e6\u7406\u30d7\u30ed\u30bb\u30b9\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u6b63\u78ba\u6027\u3092\u5411\u4e0a
\n5.7.2 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a32\uff1aAyasdi\u306eNLP\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304cJ.P.\u30e2\u30eb\u30ac\u30f3\u30fb\u30c1\u30a7\u30a4\u30b9\u304c\u30ea\u30b9\u30af\u8a55\u4fa1\u6280\u8853\u3092\u5f37\u5316
\n5.7.3 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a33\uff1a\u30ad\u30e3\u30d4\u30bf\u30eb\u30fb\u30ef\u30f3\u306f\u3001NLP\u306b\u3088\u3063\u3066\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u89e3\u6c7a\u306e\u975e\u52b9\u7387\u6027\u3092\u89e3\u6d88\u3057\u305f\u3002
\n5.7.4 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a34\uff1a\u30d6\u30e9\u30c3\u30af\u30ed\u30c3\u30af\u306f\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u305f\u306a\u6295\u8cc7\u5148\u3092\u7279\u5b9a\u3057\u305f\u3002
\n5.7.5 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a35\uff1a\u30a4\u30bd\u30c3\u30d7\u306fTD\u30a2\u30e1\u30ea\u30c8\u30ec\u30fc\u30c9\u3092\u652f\u63f4\u3057\u3001\u65b0\u305f\u306a\u9867\u5ba2\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u767a\u898b\u3057\u305f\u3002
\n5.7.6 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a36\uff1a\u30a2\u30ea\u30a2\u30f3\u30c4\u306f\u3001NLP\u306b\u3088\u3063\u3066\u4fdd\u967a\u91d1\u8acb\u6c42\u51e6\u7406\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u305f\u3002
\n5.7.7 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a37\uff1a\u30ea\u30b9\u30af\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306eNLP\u306b\u3088\u308bubs\u306e\u5b66\u7fd2\u6e08\u307f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8
\n5.7.8 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a38\uff1aNLP\u30d9\u30fc\u30b9\u306e\u30af\u30a8\u30ea\u5206\u6790\u306b\u3088\u308a\u3001\u9867\u5ba2\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u8ffd\u52a0\u3057\u305f\u30b7\u30c6\u30a3
\n5.7.9 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a39\uff1a\u30d0\u30fc\u30af\u30ec\u30a4\u30ba\u3001\u30a2\u30e4\u30b9\u30c7\u30a3\u306eNLP\u30c4\u30fc\u30eb\u3067\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u6295\u8cc7\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3092\u62e1\u5f35
\n5.7.10 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a310\uff1a\u30b4\u30fc\u30eb\u30c9\u30de\u30f3\u30fb\u30b5\u30c3\u30af\u30b9\u306f\u91d1\u878d\u7814\u7a76\u958b\u767a\u529b\u3092\u5f37\u5316\u3057\u305f
\n5.7.11 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3 11: NLP \u306f Kabbage \u306b\u878d\u8cc7\u5b9f\u884c\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u5f37\u5316\u3057\u305f
\n5.7.12 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a312\uff1a\u6697\u53f7\u53d6\u5f15\u306b\u304a\u3051\u308b\u8a50\u6b3a\u9632\u6b62\u306bNLP\u3092\u5c0e\u5165\u3057\u305f\u30c1\u30a7\u30fc\u30f3\u5206\u6790
\n5.8 \u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5206\u6790
\n\u56f3 23 \u91d1\u878d\u306b\u304a\u3051\u308b NLP \u5e02\u5834\uff1a\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5206\u6790
\n\u88685 \u5e02\u5834\uff1a\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5206\u6790
\n5.9 \u898f\u5236\u306e\u72b6\u6cc1
\n5.9.1 \u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54
\n\u88686 \u5317\u7c73\uff1a\u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54\u306e\u30ea\u30b9\u30c8
\n\u88687 \u6b27\u5dde\uff1a\u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54\u306e\u30ea\u30b9\u30c8
\n\u88688 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54\u306e\u30ea\u30b9\u30c8
\n\u88689 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54\u4e00\u89a7
\n\u886810 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u898f\u5236\u6a5f\u95a2\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u305d\u306e\u4ed6\u306e\u7d44\u7e54\u306e\u30ea\u30b9\u30c8
\n5.9.2 \u5317\u7c73
\n5.9.2.1 \u516c\u6b63\u4fe1\u7528\u5831\u544a\u6cd5\uff08FCRA\uff09
\n5.9.2.2 \u6d88\u8cbb\u8005\u91d1\u878d\u4fdd\u8b77\u6cd5\uff08CFPA\uff09
\n5.9.2.3 \u30b0\u30e9\u30e0\u30fb\u30ea\u30fc\u30c1\u30fb\u30d6\u30e9\u30a4\u30ea\u30fc\u6cd5\uff08GLBA\uff09
\n5.9.2.4 \u30b5\u30fc\u30d9\u30f3\u30b9\u30fb\u30aa\u30af\u30b9\u30ea\u30fc\u6cd5\uff08SOX\u6cd5\uff09
\n5.9.2.5 \u30c9\u30c3\u30c9\uff1d\u30d5\u30e9\u30f3\u30af\u30fb\u30a6\u30a9\u30fc\u30eb\u8857\u6539\u9769\u30fb\u6d88\u8cbb\u8005\u4fdd\u8b77\u6cd5
\n5.9.3 \u6b27\u5dde
\n5.9.3.1 \u91d1\u878d\u5546\u54c1\u5e02\u5834\u6307\u4ee4 II (MiFID II)
\n5.9.3.2 \u4e00\u822c\u30c7\u30fc\u30bf\u4fdd\u8b77\u898f\u5247\uff08GDPR\uff09
\n5.9.3.3 \u30da\u30a4\u30e1\u30f3\u30c8\u30fb\u30b5\u30fc\u30d3\u30b9\u6307\u4ee42\uff08PSD2\uff09
\n5.9.3.4 \u91d1\u878d\u5546\u54c1\u5e02\u5834\u898f\u5236\uff08MiFIR\uff09
\n5.9.3.5 \u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09\u6307\u4ee4
\n5.9.4 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b
\n5.9.4.1 \u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\uff08PIPA\uff09 – \u65e5\u672c
\n5.9.4.2 \u500b\u4eba\u30c7\u30fc\u30bf\u4fdd\u8b77\u6cd5\uff08PDPA\uff09 – \u30b7\u30f3\u30ac\u30dd\u30fc\u30eb
\n5.9.4.3 \u60c5\u5831\u6280\u8853\u6cd5\uff08ITA\uff09 – \u30a4\u30f3\u30c9
\n5.9.4.4 \u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\uff08PIPL\uff09-\u4e2d\u56fd
\n5.9.4.5 \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u6cd5 – \u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2
\n5.9.5 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab
\n5.9.5.1 \u4e00\u822c\u30c7\u30fc\u30bf\u4fdd\u8b77\u6cd5\uff08LGPD\uff09 – \u30d6\u30e9\u30b8\u30eb
\n5.9.5.2 \u30c7\u30fc\u30bf\u4fdd\u8b77\u6cd5\uff08Ley de Proteccion de Datos Personales\uff09 – \u30e1\u30ad\u30b7\u30b3
\n5.9.5.3 \u91d1\u878d\u6a5f\u95a2\u6cd5\uff08Ley de Instituciones de Credito\uff09 – \u30e1\u30ad\u30b7\u30b3
\n5.9.5.4 \u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09\u6cd5 – \u30b3\u30ed\u30f3\u30d3\u30a2
\n5.9.5.5 \u91d1\u878d\u30bb\u30af\u30bf\u30fc\u6cd5\uff08Ley del Sector Financiero\uff09 – \u30b3\u30ed\u30f3\u30d3\u30a2
\n5.9.6 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab
\n5.9.6.1 \u30c9\u30d0\u30a4\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u6a5f\u69cb\uff08DFSA\uff09\u898f\u5247
\n5.9.6.2 \u91d1\u878d\u30bb\u30af\u30bf\u30fc\u898f\u5236\uff08FSR\uff09-\u5357\u30a2\u30d5\u30ea\u30ab
\n5.9.6.3 \u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u304a\u3088\u3073\u30c6\u30ed\u8cc7\u91d1\u4f9b\u4e0e\u5bfe\u7b56\uff08AML\/CFT\uff09\u898f\u5236-\u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2
\n5.9.6.4 \u30c7\u30fc\u30bf\u4fdd\u8b77\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u898f\u5236 – \u30a8\u30b8\u30d7\u30c8
\n5.9.6.5 \u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u6a5f\u69cb\uff08FSA\uff09\u898f\u5247 – \u30e2\u30ed\u30c3\u30b3
\n5.10 \u7279\u8a31\u5206\u6790
\n5.10.1 \u65b9\u6cd5\u8ad6
\n5.10.2 \u51fa\u9858\u7279\u8a31\u3001\u6587\u66f8\u30bf\u30a4\u30d7\u5225\u30012019-2022\u5e74
\n\u886811 \u51fa\u9858\u7279\u8a31\uff082019-2022\u5e74
\n5.10.3 \u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u7279\u8a31\u51fa\u9858
\n\u56f3 24 \u4ed8\u4e0e\u3055\u308c\u305f\u7279\u8a31\u306e\u7dcf\u6570\u30012013-2022 \u5e74
\n5.10.4 \u4e0a\u4f4d\u5fd7\u9858\u8005
\n\u56f325 \u904e\u53bb10\u5e74\u9593\u306b\u7279\u8a31\u51fa\u9858\u4ef6\u6570\u306e\u591a\u304b\u3063\u305f\u4f01\u696d\u4e0a\u4f4d10\u793e\uff082013-2022\u5e74
\n\u886812 \u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\u306e\u7279\u8a31\u6240\u6709\u8005\u30c8\u30c3\u30d720\u30012013-2022\u5e74
\n\u886813 2021-2023\u5e74\u5e02\u5834\u306b\u304a\u3051\u308b\u7279\u8a31\u30ea\u30b9\u30c8
\n\u56f326 \u7279\u8a31\u53d6\u5f97\u5e02\u5834\u306e\u5730\u57df\u5225\u5206\u6790\uff082013-2022\u5e74
\n5.11 \u4e3b\u8981\u4f1a\u8b70\u30fb\u30a4\u30d9\u30f3\u30c8\uff082023-2024\u5e74
\n\u886814 \u5e02\u5834\uff1a\u4f1a\u8b70\u30fb\u30a4\u30d9\u30f3\u30c8\u306e\u8a73\u7d30\u30ea\u30b9\u30c8
\n5.12 \u4fa1\u683c\u5206\u6790
\n\u56f327 \u4e0a\u4f4d3\u7528\u9014\u306b\u304a\u3051\u308b\u4e3b\u8981\u30e1\u30fc\u30ab\u30fc\u306e\u8ca9\u58f2\u4fa1\u683c
\n\u886815 \u4e0a\u4f4d3\u7528\u9014\u306b\u304a\u3051\u308b\u4e3b\u8981\u30e1\u30fc\u30ab\u30fc\u306e\u5e73\u5747\u8ca9\u58f2\u4fa1\u683c\u5206\u6790\uff08\u7c73\u30c9\u30eb\uff09
\n5.13 \u30dd\u30fc\u30bf\u30fc\u306e5\u3064\u306e\u529b\u5206\u6790
\n\u886816 \u5404\u52e2\u529b\u304c\u5e02\u5834\u306b\u4e0e\u3048\u308b\u5f71\u97ff
\n\u56f328 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u30dd\u30fc\u30bf\u30fc\u306e5\u3064\u306e\u529b\u5206\u6790
\n5.13.1 \u65b0\u898f\u53c2\u5165\u306e\u8105\u5a01
\n5.13.2 \u4ee3\u66ff\u54c1\u306e\u8105\u5a01
\n5.13.3 \u30b5\u30d7\u30e9\u30a4\u30e4\u30fc\u306e\u4ea4\u6e09\u529b
\n5.13.4 \u8cb7\u3044\u624b\u306e\u4ea4\u6e09\u529b
\n5.13.5 \u7af6\u4e89\u76f8\u624b\u306e\u6fc0\u3057\u3055
\n5.14 \u4e3b\u8981\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u3068\u8cfc\u8cb7\u57fa\u6e96
\n5.14.1 \u8cfc\u5165\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u4e3b\u8981\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc
\n\u56f329 \u4e0a\u4f4d3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8cfc\u5165\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u95a2\u4fc2\u8005\u306e\u5f71\u97ff\u529b
\n\u886817 \u4e0a\u4f4d3\u3064\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8cfc\u5165\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u5229\u5bb3\u95a2\u4fc2\u8005\u306e\u5f71\u97ff\u529b
\n5.14.2 \u8cfc\u5165\u57fa\u6e96
\n\u56f330 \u4e0a\u4f4d3\u7528\u9014\u306e\u4e3b\u306a\u8cfc\u8cb7\u57fa\u6e96
\n\u886818 \u4e0a\u4f4d3\u7528\u9014\u306e\u4e3b\u306a\u8cfc\u5165\u57fa\u6e96
\n5.15 \u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\u306e\u8cb7\u3044\u624b\uff0f\u9867\u5ba2\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u50be\u5411\uff0f\u6df7\u4e71
\n\u56f331 \u5e02\u5834\uff1a\u30d0\u30a4\u30e4\u30fc\uff0f\u9867\u5ba2\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u30c8\u30ec\u30f3\u30c9\uff0f\u6df7\u4e71
\n5.16 \u5e02\u5834\u306b\u304a\u3051\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9
\n5.16.1 \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u9078\u629e\u3068\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0
\n5.16.2 \u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0
\n5.16.3 \u30e2\u30c7\u30eb\u306e\u9078\u629e
\n5.16.4 \u8a55\u4fa1\u6307\u6a19
\n5.16.5 \u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3
\n5.16.6 \u6b63\u5247\u5316
\n5.16.7 \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0
\n5.16.8 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u5b66\u7fd2
\n5.16.9 \u89e3\u91c8\u53ef\u80fd\u6027
\n5.16.10 \u898f\u5236\u9075\u5b88
\n5.16.11 \u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u5c55\u958b
\n5.17 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u6280\u8853\u30ed\u30fc\u30c9\u30de\u30c3\u30d7
\n5.17.1 2030\u5e74\u307e\u3067\u306e\u91d1\u878d\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u306b\u304a\u3051\u308bNLP
\n\u886819 2030\u5e74\u307e\u3067\u306e\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u30ed\u30fc\u30c9\u30de\u30c3\u30d7
\n5.17.1.1 2020\u5e74\u4ee5\u524d
\n5.17.1.2 2020-2022
\n5.17.1.3 \u77ed\u671f\uff082023\uff5e2025\u5e74\uff09
\n5.17.1.4 \u4e2d\u671f\uff082026\uff5e2028\u5e74\uff09
\n5.17.1.5 \u9577\u671f\uff082029\uff5e2030\u5e74\uff09
\n5.18 \u73fe\u5728\u306e\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3068\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb
\n5.18.1 Saas\u30e2\u30c7\u30eb
\n5.18.2 \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9\u30fb\u30e2\u30c7\u30eb
\n5.18.3 \u30d1\u30fc\u30c8\u30ca\u30fc\u30fb\u30d7\u30ed\u30b0\u30e9\u30e0\uff08\u53ce\u76ca\u5206\u914d\u30e2\u30c7\u30eb\uff09
\n5.18.4 \u30da\u30a4\u30fb\u30d1\u30fc\u30fb\u30e6\u30fc\u30b9\u30fb\u30e2\u30c7\u30eb
\n5.19 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u304c\u96a3\u63a5\u3059\u308b\u30cb\u30c3\u30c1\u6280\u8853\u306b\u4e0e\u3048\u308b\u5f71\u97ff
\n5.19.1 \u9ad8\u983b\u5ea6\u53d6\u5f15\u3068\u96fb\u5b50\u53d6\u5f15\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0
\n5.19.2 \u91d1\u878d\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3
\n5.19.3 \u898f\u5236\u6280\u8853\uff08\u30ec\u30b0\u30c6\u30c3\u30af\uff09<\/p>\n

6 \u30d5\u30a1\u30a4\u30ca\u30f3\u30b9\u306b\u304a\u3051\u308b NLP \u5e02\u5834, \u5206\u91ce\u5225 (\u30da\u30fc\u30b8 – 128)
\n6.1 \u306f\u3058\u3081\u306b
\n6.1.1 \u30aa\u30d5\u30a1\u30ea\u30f3\u30b0\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n\u56f3 32 \u30b5\u30fc\u30d3\u30b9\u90e8\u9580\u306f\u4e88\u6e2c\u671f\u9593\u4e2d\u306b\u3088\u308a\u9ad8\u3044 CAGR \u3092\u8a18\u9332\u3059\u308b
\n\u8868 20\uff1a\u5e02\u5834\uff08\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\uff09\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n\u886821\uff1a\u5e02\u5834\uff08\u30aa\u30d5\u30a1\u30ea\u30f3\u30b0\u5225\uff09\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n6.2 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u886822 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886823 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.2.1 \u91d1\u878d\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u304a\u3051\u308bNLP\uff08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bf\u30a4\u30d7\u5225
\n\u56f3 33 NLP\u7d71\u8a08\u30bd\u30d5\u30c8\u304c2023\u5e74\u306b\u6700\u5927\u30b7\u30a7\u30a2\u3092\u5360\u3081\u308b
\n\u886824 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5e02\u5834\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bf\u30a4\u30d7\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886825 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5e02\u5834\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bf\u30a4\u30d7\u5225\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.2.1.1 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n6.2.1.1.1 \u91d1\u878d\u6a5f\u95a2\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u30ea\u30b9\u30af\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3092\u652f\u63f4\u3059\u308b\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306eNLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u8868 26 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e NLP \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 27 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e NLP \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023 \u5e74\uff5e2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.2.1.1.1 \u6b63\u898f\u8868\u73fe (Regex)
\n6.2.1.1.1.2 \u6709\u9650\u30b9\u30c6\u30fc\u30c8\u30de\u30b7\u30f3\uff08FSM\uff09
\n6.2.1.1.1.3 \u540d\u524d\u4ed8\u304d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09
\n6.2.1.1.1.4 \u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051
\n6.2.1.2 \u7d71\u8a08\u7684NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n6.2.1.2.1 \u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u7d71\u8a08\u7684NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u8868 28 \u7d71\u8a08\u7684 NLP \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u91d1\u878d\u306b\u304a\u3051\u308b NLP \u5e02\u5834\uff1a\u5730\u57df\u5225\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 29 \u7d71\u8a08\u7528 NLP \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023 \u5e74\uff5e2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.2.1.2.1.1 \u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba
\n6.2.1.2.1.2 \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30
\n6.2.1.2.1.3 \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM)
\n6.2.1.2.1.4 \u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(RNN)
\n6.2.1.3 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n6.2.1.3.1 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3068\u7d71\u8a08\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9577\u6240\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP
\n\u886830 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 31 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 NLP \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a\u5730\u57df\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n6.2.1.3.1.1 \u6f5c\u5728\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066\uff08LDA\uff09
\n6.2.1.3.1.2 \u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb(HMM)
\n6.2.1.3.1.3 \u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u5834(CRF)
\n6.3 \u30b5\u30fc\u30d3\u30b9
\n\u56f3 34 \u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30b5\u30fc\u30d3\u30b9\u90e8\u9580\u306f\u4e88\u6e2c\u671f\u9593\u4e2d\u3001\u30b5\u30fc\u30d3\u30b9\u5e02\u5834\u3067\u3088\u308a\u9ad8\u3044 CAGR \u3092\u8a18\u9332\u3059\u308b
\n\u8868 32 \u91d1\u878d\u306b\u304a\u3051\u308b NLP \u5e02\u5834\u3001\u30b5\u30fc\u30d3\u30b9\u5225\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886833\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886834 \u30b5\u30fc\u30d3\u30b9\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 35 \u30b5\u30fc\u30d3\u30b9\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.3.1 \u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9
\n6.3.1.1 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u306e\u5c02\u9580\u77e5\u8b58\u3092\u63d0\u4f9b\u3059\u308b\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9
\n\u56f3 35 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9\u306e\u30b5\u30d6\u30bb\u30b0\u30e1\u30f3\u30c8\u304c\u4e88\u6e2c\u671f\u9593\u4e2d\u306b\u6700\u3082\u9ad8\u3044 CAGR \u3092\u8a18\u9332\u3059\u308b
\n\u886836 \u30b5\u30fc\u30d3\u30b9\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 37 \u30b5\u30fc\u30d3\u30b9\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886838 \u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30b5\u30fc\u30d3\u30b9\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 39\uff1a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n6.3.1.1.1 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9
\n\u8868 40 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 41 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n6.3.1.1.2 \u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u304a\u3088\u3073\u5c0e\u5165\u30b5\u30fc\u30d3\u30b9
\n\u8868 42 \u30b7\u30b9\u30c6\u30e0\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30a4\u30f3\u30d7\u30ea\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 43 \u30b7\u30b9\u30c6\u30e0\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30a4\u30f3\u30d7\u30ea\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n6.3.1.1.3 \u30b5\u30dd\u30fc\u30c8\u304a\u3088\u3073\u4fdd\u5b88\u30b5\u30fc\u30d3\u30b9
\n\u8868 44 \u30b5\u30dd\u30fc\u30c8\u30fb\u4fdd\u5b88\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 45 \u30b5\u30dd\u30fc\u30c8\u30fb\u4fdd\u5b88\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n6.3.2 \u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30b5\u30fc\u30d3\u30b9
\n6.3.2.1 \u4f01\u696d\u304c\u30b3\u30a2\u30b3\u30f3\u30d4\u30bf\u30f3\u30b9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u7ba1\u7406\u3092\u63d0\u4f9b\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9
\n\u8868 46 \u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 47 \u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09<\/p>\n

7 \u30d5\u30a1\u30a4\u30ca\u30f3\u30b9\u306b\u304a\u3051\u308b NLP \u5e02\u5834, \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5225 (\u30da\u30fc\u30b8 – 148)
\n7.1 \u306f\u3058\u3081\u306b
\n7.1.1 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n\u56f336 \u81ea\u7136\u8a00\u8a9e\u751f\u6210\u5206\u91ce\u304c2023\u5e74\u306b\u6700\u5927\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u3092\u5360\u3081\u308b
\n\u886848\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886849\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.2 \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790
\n7.2.1 \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306b\u3088\u308b\u6f5c\u5728\u7684\u8ca1\u52d9\u30ea\u30b9\u30af\u306e\u7279\u5b9a\u3068\u8efd\u6e1b
\n\u886850 \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 51 \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.2.1.1 \u30d6\u30e9\u30f3\u30c9\u30fb\u30ec\u30d4\u30e5\u30c6\u30fc\u30b7\u30e7\u30f3\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8
\n7.2.1.2 \u5e02\u5834\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790
\n7.2.1.3 \u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790
\n7.2.1.4 \u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u5206\u6790
\n7.2.1.5 \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.3 \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5
\n7.3.1 NLP\u306b\u3088\u308b\u30ea\u30b9\u30af\u8b58\u5225\u3068\u4e0d\u6b63\u691c\u77e5\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u7cbe\u5ea6\u306e\u5411\u4e0a
\n\u8868 52 \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 53 \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.3.1.1 \u4fe1\u7528\u30ea\u30b9\u30af\u8a55\u4fa1
\n7.3.1.2 \u4e0d\u6b63\u306e\u691c\u51fa\u3068\u9632\u6b62
\n7.3.1.3 \u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09
\n7.3.1.4 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.3.1.5 \u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8105\u5a01\u691c\u77e5
\n7.4 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.4.1 \u8ca1\u52d9\u53d6\u5f15\u3092\u5206\u6790\u3057\u3001\u6f5c\u5728\u7684\u306a\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u9055\u53cd\u306e\u554f\u984c\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e NLP
\n\u8868 54 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 55 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.4.1.1 \u898f\u5236\u9075\u5b88\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.4.1.2 KYC\/AML\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.4.1.3 \u6cd5\u7684\u304a\u3088\u3073\u30dd\u30ea\u30b7\u30fc\u9075\u5b88\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n7.4.1.4 \u76e3\u67fb\u8a3c\u8de1\u306e\u76e3\u8996
\n7.4.1.5 \u8cbf\u6613\u76e3\u8996
\n7.5 \u6295\u8cc7\u5206\u6790
\n7.5.1 \u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u305f\u3081\u306bNLP\u6280\u8853\u306b\u6295\u8cc7\u3059\u308b\u91d1\u878d\u6a5f\u95a2
\n\u886856 \u6295\u8cc7\u5206\u6790\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 57 \u6295\u8cc7\u5206\u6790\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.5.1.1 \u8cc7\u7523\u914d\u5206\u3068\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6700\u9069\u5316
\n7.5.1.2 \u682a\u5f0f\u8abf\u67fb\u3068\u5206\u6790
\n7.5.1.3 \u5b9a\u91cf\u7684\u5206\u6790\u3068\u30e2\u30c7\u30eb\u5316
\n7.5.1.4 \u6295\u8cc7\u306e\u63a8\u5968\u3068\u8a08\u753b
\n7.5.1.5 \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e88\u6e2c
\n7.5.1.6 \u6295\u8cc7\u6a5f\u4f1a\u306e\u7279\u5b9a
\n7.6 \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u3068\u5e02\u5834\u5206\u6790
\n7.6.1 NLP\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u5e02\u5834\u306e\u53cd\u5fdc\u3092\u4e88\u6e2c\u3057\u3001\u6295\u8cc7\u5bb6\u304c\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6295\u8cc7\u5224\u65ad\u3092\u4e0b\u305b\u308b\u3088\u3046\u306b\u3059\u308b
\n\u8868 58 \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u30fb\u5e02\u5834\u5206\u6790\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 59 \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u30fb\u5e02\u5834\u5206\u6790\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.6.1.1 \u8ca1\u52d9\u30cb\u30e5\u30fc\u30b9\u5206\u6790
\n7.6.1.2 \u682a\u5f0f\u5e02\u5834\u306e\u4e88\u6e2c
\n7.6.1.3 \u30de\u30af\u30ed\u7d4c\u6e08\u5206\u6790
\n7.7 \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8
\n7.7.1 \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u63a1\u7528\u304c\u6210\u9577\u3092\u4fc3\u9032\u3059\u308b
\n\u886860 \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u30fb\u30b5\u30dd\u30fc\u30c8\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 61 \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u30fb\u30b5\u30dd\u30fc\u30c8\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.7.1.1 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8
\n7.7.1.2 \u500b\u4eba\u306b\u5408\u308f\u305b\u305f\u30b5\u30dd\u30fc\u30c8\u3068\u30b5\u30fc\u30d3\u30b9
\n7.7.1.3 \u6e96\u62e0\u89e3\u50cf\u5ea6
\n7.7.1.4 \u30af\u30a8\u30ea\u89e3\u6c7a\u3068\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u7ba1\u7406
\n7.7.1.5 \u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3
\n7.7.1.6 \u591a\u8a00\u8a9e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u304a\u3088\u3073\u30b5\u30dd\u30fc\u30c8
\n7.8 \u6587\u66f8\u304a\u3088\u3073\u5951\u7d04\u306e\u5206\u6790
\n7.8.1 \u30c7\u30fc\u30bf\u51e6\u7406\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5408\u7406\u5316\u3059\u308b\u305f\u3081\u306e\u6587\u66f8\u304a\u3088\u3073\u5951\u7d04\u5206\u6790
\n\u8868 62 \u6587\u66f8\u30fb\u5951\u7d04\u5206\u6790\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 63 \u6587\u66f8\u30fb\u5951\u7d04\u5206\u6790\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.8.1.1 \u5951\u7d04\u7ba1\u7406
\n7.8.1.2 \u6cd5\u7684\u6587\u66f8\u5206\u6790
\n7.8.1.3 \u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u5206\u6790
\n7.8.1.4 \u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3068\u6b63\u898f\u5316
\n7.9 \u97f3\u58f0\u8a8d\u8b58\u3068\u6587\u5b57\u8d77\u3053\u3057
\n7.9.1 \u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u30fb\u5206\u6790\u3057\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb
\n\u886864 \u97f3\u58f0\u8a8d\u8b58\u3068\u6587\u5b57\u8d77\u3053\u3057\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 65 \u97f3\u58f0\u8a8d\u8b58\u3068\u6587\u5b57\u8d77\u3053\u3057\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.9.1.1 \u97f3\u58f0\u306b\u3088\u308b\u691c\u7d22\u3068\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3
\n7.9.1.2 \u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5909\u63db
\n7.9.1.3 \u901a\u8a71\u306e\u66f8\u304d\u8d77\u3053\u3057\u304a\u3088\u3073\u5206\u6790
\n7.9.1.4 \u97f3\u58f0\u30d0\u30a4\u30aa\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u8a8d\u8a3c
\n7.9.1.5 \u97f3\u58f0\u5bfe\u5fdc\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8
\n7.10 \u8a00\u8a9e\u7ffb\u8a33
\n7.10.1 \u8a00\u8a9e\u7ffb\u8a33\u30c4\u30fc\u30eb\u306e\u666e\u53ca\u3092\u4fc3\u9032\u3059\u308b\u305f\u3081\u306e\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3068\u500b\u5225\u5316\u3055\u308c\u305f\u8ca1\u52d9\u30a2\u30c9\u30d0\u30a4\u30b9\u306e\u81ea\u52d5\u5316
\n\u8868 66 \u8a00\u8a9e\u7ffb\u8a33\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 67 \u8a00\u8a9e\u7ffb\u8a33\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n7.10.1.1 \u8ca1\u52d9\u6587\u66f8\u306e\u7ffb\u8a33
\n7.10.1.2 \u6295\u8cc7\u8abf\u67fb\u306e\u7ffb\u8a33
\n7.10.1.3 \u56fd\u5883\u3092\u8d8a\u3048\u305f\u30d3\u30b8\u30cd\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3
\n7.10.1.4 \u30ed\u30fc\u30ab\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u56fd\u969b\u5316
\n7.11 \u305d\u306e\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3
\n\u886868 \u305d\u306e\u4ed6\u306e\u7528\u9014\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 69 \u305d\u306e\u4ed6\u306e\u7528\u9014\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09<\/p>\n

8 NLP IN \u30d5\u30a1\u30a4\u30ca\u30f3\u30b9 \u5e02\u5834\uff1a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5225 (\u30da\u30fc\u30b8 – 178)
\n8.1 \u5c0e\u5165
\n8.1.1 \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n\u56f3 37 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5206\u91ce\u306f\u3088\u308a\u9ad8\u3044\u6210\u9577\u7387\u3067\u6210\u9577\u3059\u308b
\n\u886870\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886871\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.2 \u6a5f\u68b0\u5b66\u7fd2
\n8.2.1 \u91d1\u878d\u5e02\u5834\u306e\u6d1e\u5bdf\u529b\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u6a5f\u68b0\u5b66\u7fd2\u304c\u5e83\u7bc4\u306b\u5c0e\u5165\u3055\u308c\u308b
\n\u886872 \u6a5f\u68b0\u5b66\u7fd2\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886873 \u6a5f\u68b0\u5b66\u7fd2\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.2.1.1 \u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2
\n8.2.1.2 \u6559\u5e2b\u306a\u3057\u5b66\u7fd2
\n8.2.1.3 \u5f37\u5316\u5b66\u7fd2
\n8.3 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0
\n8.3.1 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306fNLP\u306e\u767a\u5c55\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059
\n\u886874 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 75 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.3.1.1 \u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09
\n8.3.1.2 \u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09
\n8.3.1.3 \u5909\u5727\u5668\u30e2\u30c7\u30eb\uff08BERT\u3001GPT-3 \u306a\u3069\uff09
\n8.4 \u81ea\u7136\u8a00\u8a9e\u751f\u6210
\n8.4.1 \u52b9\u7387\u6539\u5584\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u305f\u3081\u306bNLG\u306e\u5c0e\u5165\u304c\u9032\u3080\u91d1\u878d\u6a5f\u95a2
\n\u886876 \u81ea\u7136\u8a00\u8a9e\u751f\u6210\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886877 \u81ea\u7136\u8a00\u8a9e\u751f\u6210\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023\u5e74\uff5e2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.4.1.1 \u81ea\u52d5\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210
\n8.4.1.2 \u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3
\n8.4.1.3 \u8ca1\u52d9\u66f8\u985e\u306e\u4f5c\u6210
\n8.5 \u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e
\n8.5.1 \u91d1\u878d\u5e02\u5834\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30c6\u30ad\u30b9\u30c8\u5206\u985e
\n\u8868 78 \u30c6\u30ad\u30b9\u30c8\u5206\u985e\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 79 \u30c6\u30ad\u30b9\u30c8\u5206\u985e\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.5.1.1 \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u985e
\n8.5.1.2 \u30a4\u30f3\u30c6\u30f3\u30c8\u306e\u5206\u985e
\n8.6 \u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0
\n8.6.1 \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0
\n\u8868 80 \u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 81 \u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.6.1.1 \u30c8\u30d4\u30c3\u30af\u306e\u7279\u5b9a
\n8.6.1.2 \u30c8\u30d4\u30c3\u30af\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0
\n8.6.1.3 \u30c8\u30d4\u30c3\u30af\u306e\u53ef\u8996\u5316
\n8.7 \u611f\u60c5\u691c\u51fa
\n8.7.1 \u91d1\u878d\u8ac7\u8a71\u306b\u304a\u3051\u308b\u611f\u60c5\u5206\u6790\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u611f\u60c5\u691c\u51fa
\n\u886882 \u611f\u60c5\u691c\u51fa\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u886883 \u611f\u60c5\u691c\u51fa\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023\u5e74\uff5e2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n8.7.1.1 \u611f\u60c5\u8a8d\u8b58
\n8.7.1.2 \u611f\u60c5\u306e\u5206\u985e
\n8.8 \u305d\u306e\u4ed6\u306e\u6280\u8853
\n8.8.1 \u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u91d1\u878d\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u3067\u6025\u5897\u3059\u308b\u30ca\u30fc\u304a\u3088\u3073\u30a4\u30d9\u30f3\u30c8\u62bd\u51fa
\n\u886884 \u305d\u306e\u4ed6\u306e\u6280\u8853\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 85 \u305d\u306e\u4ed6\u306e\u6280\u8853\uff1a\u5730\u57df\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)<\/p>\n

9 NLP IN \u30d5\u30a1\u30a4\u30ca\u30f3\u30b9 \u5e02\u5834\uff1a\u5782\u76f4\u65b9\u5411\u5225\uff08\u30da\u30fc\u30b8 – 194\uff09
\n9.1 \u306f\u3058\u3081\u306b
\n9.1.1 \u5782\u76f4\u5e02\u5834\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n\u56f3 38 \u4fdd\u967a\u5206\u91ce\u306f\u6700\u3082\u9ad8\u3044\u6210\u9577\u7387\u3092\u793a\u3059
\n\u886886\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 87\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n9.2 \u30d0\u30f3\u30ad\u30f3\u30b0
\n9.2.1 \u52b9\u7387\u6027\u3001\u6b63\u78ba\u6027\u3001\u9867\u5ba2\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306eNLP
\n9.2.2 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\uff1a\u9280\u884c\u306e\u4f7f\u7528\u4f8b
\n\u8868 88 \u9280\u884c\u696d\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 89 \u9280\u884c\u696d\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n9.2.2.1 \u30ea\u30c6\u30fc\u30eb\u30fb\u30d0\u30f3\u30ad\u30f3\u30b0
\n9.2.2.2 \u30b3\u30fc\u30dd\u30ec\u30fc\u30c8\u30fb\u30d0\u30f3\u30ad\u30f3\u30b0
\n9.2.2.3 \u6295\u8cc7\u9280\u884c\u696d\u52d9
\n9.2.2.4 \u8cc7\u7523\u7ba1\u7406
\n9.3 \u4fdd\u967a
\n9.3.1 NLP\u3092\u4f7f\u3063\u3066\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u4fdd\u967a\u4f1a\u793e
\n9.3.2 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\uff1a\u4fdd\u967a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9
\n\u886890 \u4fdd\u967a\uff1a\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 91 \u4fdd\u967a\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n9.3.2.1 \u751f\u547d\u4fdd\u967a
\n9.3.2.2 \u640d\u5bb3\u4fdd\u967a
\n9.3.2.3 \u5065\u5eb7\u4fdd\u967a
\n9.4 \u91d1\u878d\u30b5\u30fc\u30d3\u30b9
\n9.4.1 \u30d5\u30a3\u30f3\u30c6\u30c3\u30af\u306b\u304a\u3051\u308bNLP\u306e\u5229\u7528\u62e1\u5927
\n9.4.2 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\uff1a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306e\u4f7f\u7528\u4f8b
\n\u8868 92 \u91d1\u878d\u30b5\u30fc\u30d3\u30b9\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 93 \u91d1\u878d\u30b5\u30fc\u30d3\u30b9\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n9.4.2.1 \u4fe1\u7528\u683c\u4ed8\u3051
\n9.4.2.2 \u652f\u6255\u51e6\u7406\u304a\u3088\u3073\u9001\u91d1
\n9.4.2.3 \u4f1a\u8a08\u304a\u3088\u3073\u76e3\u67fb
\n9.4.2.4 \u500b\u4eba\u8ca1\u52d9\u7ba1\u7406
\n9.4.2.5 \u30ed\u30dc\u30fb\u30a2\u30c9\u30d0\u30a4\u30b6\u30fc
\n9.4.2.6 \u6697\u53f7\u901a\u8ca8\u3068\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3
\n9.4.2.7 \u5728\u5eab\u79fb\u52d5\u4e88\u6e2c
\n9.4.2.8 \u305d\u306e\u4ed6
\n9.5 \u305d\u306e\u4ed6\u306e\u696d\u7a2e
\n9.5.1 \u91d1\u878d\u696d\u52d9\u306b\u304a\u3051\u308bNLP\u306e\u666e\u53ca
\n9.5.1.1 \u30d8\u30eb\u30b9\u30b1\u30a2\u3068\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9
\n9.5.1.2 \u88fd\u9020\u696d
\n9.5.1.3 \u5c0f\u58f2\u3068e\u30b3\u30de\u30fc\u30b9
\n9.5.1.4 \u30a8\u30cd\u30eb\u30ae\u30fc\uff06\u516c\u76ca\u4e8b\u696d
\n9.5.1.5 \u8f38\u9001\u3068\u7269\u6d41
\n9.5.1.6 \u305d\u306e\u4ed6<\/p>\n

10 NLP IN \u30d5\u30a1\u30a4\u30ca\u30f3\u30b9 \u5e02\u5834, \u5730\u57df\u5225 (\u30da\u30fc\u30b8 – 210)
\n10.1 \u5c0e\u5165
\n\u56f3 39 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5e02\u5834\u306f\u4e88\u6e2c\u671f\u9593\u4e2d\u306b\u6700\u3082\u9ad8\u3044\u6210\u9577\u7387\u3092\u8a18\u9332\u3059\u308b
\n\u56f3 40 \u91d1\u878d\u5206\u91ce\u306e NLP \u3067\u6700\u3082\u9ad8\u3044 CAGR \u3092\u8a18\u9332\u3059\u308b\u306e\u306f\u30a4\u30f3\u30c9
\n\u886894 \u5e02\u5834\u3001\u5730\u57df\u5225\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 95\uff1a\u5730\u57df\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.2 \u5317\u7c73
\n10.2.1 \u5317\u7c73\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n10.2.2 \u5317\u7c73\uff1a\u666f\u6c17\u5f8c\u9000\u306e\u5f71\u97ff
\n\u56f3 41 \u5317\u7c73\uff1a\u5e02\u5834\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 96 \u5317\u7c73\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 97 \u5317\u7c73\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 98 \u5317\u7c73\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 99 \u5317\u7c73\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868100 \u5317\u7c73\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 101 \u5317\u7c73\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 102 \u5317\u7c73\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 103 \u5317\u7c73\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\uff1a2023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 104 \u5317\u7c73\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 105 \u5317\u7c73\uff1a\u6280\u8853\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 106 \u5317\u7c73\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012019-2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 107 \u5317\u7c73\uff1a\u7528\u9014\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 108 \u5317\u7c73\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 109 \u5317\u7c73\uff1a\u5782\u76f4\u5e02\u5834\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868110 \u5317\u7c73\uff1a\u56fd\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868111 \u5317\u7c73\uff1a\u5e02\u5834\uff1a\u56fd\u5225\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.2.3 \u7c73\u56fd
\n10.2.3.1 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306bNLP\u3092\u5c0e\u5165\u3059\u308b\u7c73\u56fd
\n\u8868112 \u7c73\u56fd\uff1a\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868113 \u7c73\u56fd\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.2.4 \u30ab\u30ca\u30c0
\n10.2.4.1 \u30ab\u30ca\u30c0\u306e\u9280\u884c\u304cNLP\u3092\u6d3b\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u9867\u5ba2\u3068\u5bfe\u8a71
\n\u8868114 \u30ab\u30ca\u30c0\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 115 \u30ab\u30ca\u30c0\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.3 \u30e8\u30fc\u30ed\u30c3\u30d1
\n10.3.1 \u6b27\u5dde\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n10.3.2 \u6b27\u5dde\uff1a\u666f\u6c17\u5f8c\u9000\u306e\u5f71\u97ff
\n\u8868 116 \u6b27\u5dde\uff1a\u91d1\u878d\u5206\u91ce\u306e NLP \u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 117 \u6b27\u5dde\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\uff082023\uff5e2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n\u8868 118 \u6b27\u5dde\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 119 \u6b27\u5dde\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868120 \u6b27\u5dde\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 121 \u6b27\u5dde\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 122 \u6b27\u5dde\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 123 \u6b27\u5dde\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\uff1a2023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 124 \u6b27\u5dde\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 125 \u6b27\u5dde\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012023-2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 126 \u6b27\u5dde\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012019\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 127 \u6b27\u5dde\uff1a\u7528\u9014\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 128 \u6b27\u5dde\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 129 \u6b27\u5dde\uff1a\u5782\u76f4\u5e02\u5834\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868130 \u6b27\u5dde\uff1a\u5e02\u5834\u3001\u56fd\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868131 \u6b27\u5dde\uff1a\u5e02\u5834\uff1a\u56fd\u5225\u30012023\u5e74\uff5e2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.3.3 \u82f1\u56fd
\n10.3.3.1 \u696d\u52d9\u6539\u5584\u3068\u7af6\u4e89\u529b\u7372\u5f97\u306bNLP\u3092\u6d3b\u7528\u3059\u308b\u82f1\u56fd\u4f01\u696d
\n\u8868 132 \u82f1\u56fd\uff1a\u91d1\u878d\u306b\u304a\u3051\u308b NLP \u5e02\u5834\u3001\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 133 \u82f1\u56fd\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.3.4 \u30c9\u30a4\u30c4
\n10.3.4.1 \u898f\u5236\u9075\u5b88\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3001\u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a\u304cNLP\u306e\u63a1\u7528\u3092\u4fc3\u9032\u3059\u308b
\n\u8868 134 \u30c9\u30a4\u30c4\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 135 \u30c9\u30a4\u30c4\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.3.5 \u30d5\u30e9\u30f3\u30b9
\n10.3.5.1 NLP\u3092\u5229\u7528\u3057\u305fAI\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u53f0\u982d\u3059\u308b\u30d5\u30e9\u30f3\u30b9
\n\u8868136 \u30d5\u30e9\u30f3\u30b9\uff1a\u5e02\u5834\u3001\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 137 \u30d5\u30e9\u30f3\u30b9\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012023\uff5e2028 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.3.6 \u30a4\u30bf\u30ea\u30a2
\n10.3.6.1 \u91d1\u878d\u6a5f\u95a2\u304c\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306eNLP
\n\u8868 138 \u30a4\u30bf\u30ea\u30a2\uff1a\u91d1\u878d\u5206\u91ce\u306e NLP \u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 139 \u30a4\u30bf\u30ea\u30a2\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.3.7 \u30b9\u30da\u30a4\u30f3
\n10.3.7.1 \u9280\u884c\u696d\u52d9\u306b\u304a\u3051\u308b\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5927\u5e45\u306a\u5411\u4e0a\u3068\u696d\u52d9\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3092\u5b9f\u73fe\u3059\u308bNLP
\n\u8868140 \u30b9\u30da\u30a4\u30f3\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 141 \u30b9\u30da\u30a4\u30f3\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.3.8 \u30b9\u30a4\u30b9
\n10.3.8.1 \u30b9\u30a4\u30b9\u306e\u9280\u884c\u30fb\u91d1\u878d\u6a5f\u95a2\u306f\u7af6\u4e89\u512a\u4f4d\u6027\u3092\u5f97\u308b\u305f\u3081\u306bNLP\u306b\u6295\u8cc7\u3059\u308b
\n\u8868142 \u30b9\u30a4\u30b9\uff1a\u88fd\u54c1\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 143 \u30b9\u30a4\u30b9\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.3.9 \u305d\u306e\u4ed6\u306e\u30e8\u30fc\u30ed\u30c3\u30d1
\n\u8868 144 \u305d\u306e\u4ed6\u306e\u6b27\u5dde\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 145 \u305d\u306e\u4ed6\u306e\u30e8\u30fc\u30ed\u30c3\u30d1\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\uff082023-2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n10.4 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b
\n10.4.1 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n10.4.2 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u666f\u6c17\u5f8c\u9000\u306e\u5f71\u97ff
\n\u56f3 42 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\uff1a\u5e02\u5834\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 146 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 147 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\uff082023-2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n\u8868 148 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 149 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868150 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 151 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868152 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 153 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\uff082023-2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n\u8868154 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 155 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u6280\u8853\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868156 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5e02\u5834\u3001\u7528\u9014\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868157 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u7528\u9014\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868158 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 159 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5782\u76f4\u5e02\u5834\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868160 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u56fd\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868161 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u56fd\u5225\u5e02\u5834\u30012023\u5e74\uff5e2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.4.3 \u4e2d\u56fd
\n10.4.3.1 \u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u9700\u8981\u306e\u5897\u52a0\u306b\u4f34\u3044\u3001NLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u767a\u5c55\u3059\u308b
\n\u8868162 \u4e2d\u56fd\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868163 \u4e2d\u56fd\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\uff082023-2028\u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n10.4.4 \u30a4\u30f3\u30c9
\n10.4.4.1 \u9280\u884c\u696d\u754c\u306b\u304a\u3051\u308bNLP\u306e\u5c0e\u5165\u306f\u65b0\u8208\u4f01\u696d\u3084\u30c7\u30b8\u30bf\u30eb\u30fb\u30a4\u30f3\u30c7\u30a3\u30a2\u306e\u52d5\u304d\u306b\u5f71\u97ff\u3055\u308c\u308b
\n\u8868 164 \u30a4\u30f3\u30c9\uff1a\u5e02\u5834\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 165 \u30a4\u30f3\u30c9\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.4.5 \u65e5\u672c
\n10.4.5.1 \u65e5\u672c\u306e\u91d1\u878d\u5e02\u5834\u306b\u304a\u3051\u308bNLP\u306e\u53ef\u80fd\u6027
\n\u8868 166 \u65e5\u672c\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868167 \u65e5\u672c\uff1a\u88fd\u54c1\u5225\u5e02\u5834\u30012023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.4.6 \u97d3\u56fd
\n10.4.6.1 \u6d88\u8cbb\u8005\u4f53\u9a13\u306e\u5411\u4e0a\u306b\u3088\u308a\u91d1\u878d\u30bb\u30af\u30bf\u30fc\u3092\u5909\u3048\u308bNLP
\n\u8868 168 \u97d3\u56fd\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 169 \u97d3\u56fd\uff1a\u30aa\u30d5\u30a1\u30ea\u30f3\u30b0\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.4.7 \u30b7\u30f3\u30ac\u30dd\u30fc\u30eb
\n10.4.7.1 NLP\u3092\u6d3b\u7528\u3057\u3066\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3092\u6539\u5584\u3057\u3001\u7af6\u4e89\u529b\u3092\u7dad\u6301\u3059\u308b\u30b7\u30f3\u30ac\u30dd\u30fc\u30eb
\n\u8868170 \u30b7\u30f3\u30ac\u30dd\u30fc\u30eb\uff1a\u5e02\u5834\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 171 \u30b7\u30f3\u30ac\u30dd\u30fc\u30eb\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u54c1\u76ee\u5225\uff082023\uff5e2028\u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n10.4.8 ANZ
\n10.4.8.1 \u6280\u8853\u958b\u767a\u306b\u3088\u308aNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u3055\u3089\u306b\u6ce8\u76ee\u3055\u308c\u308b
\n\u8868172 \u30a2\u30f3\u30b6\uff1a\u5e02\u5834\u3001\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 173 \u30a2\u30f3\u30b6\uff1a\u5e02\u5834\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\uff082023-2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n10.4.9 \u305d\u306e\u4ed6\u306e\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df
\n\u8868 174 \u305d\u306e\u4ed6\u306e\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 175 \u305d\u306e\u4ed6\u306e\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\uff082023-2028 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n10.5 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab
\n10.5.1 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n10.5.2 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u666f\u6c17\u5f8c\u9000\u306e\u5f71\u97ff
\n\u8868 176 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 177 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 \uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 178 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 179 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 180 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019 \u5e74\uff5e2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 181 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868182 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868183 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\uff1a2023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868184 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 185 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u6280\u8853\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868186 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 187 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u7528\u9014\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 188 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 189 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5782\u76f4\u5e02\u5834\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868190 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u56fd\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 191 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u56fd\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.5.3 \u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2
\n10.5.3.1 \u7d4c\u6e08\u6210\u9577\u306e\u305f\u3081\u306bNLP\u3092\u5c0e\u5165\u3059\u308b\u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2
\n\u8868 192 \u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2\uff1a\u91d1\u878d\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 193 \u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.5.4 UAE
\n10.5.4.1 NLP\u3092\u6d3b\u7528\u3057\u3066\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308bUAE\u306e\u65b0\u8208\u4f01\u696d\u6570\u793e
\n\u8868194 UAE\uff1a\u5e02\u5834\uff08\u63d0\u4f9b\u54c1\u76ee\u5225\uff09\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n\u8868195 UAE\uff1a\u30aa\u30d5\u30a1\u30ea\u30f3\u30b0\u5225\u5e02\u5834\uff1a2023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.5.5 \u5357\u30a2\u30d5\u30ea\u30ab
\n10.5.5.1 NLP\u306e\u767a\u5c55\u304c\u898b\u3089\u308c\u308b\u5357\u30a2\u30d5\u30ea\u30ab
\n\u8868 196 \u5357\u30a2\u30d5\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 197 \u5357\u30a2\u30d5\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u88fd\u54c1\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.5.6 \u30a4\u30b9\u30e9\u30a8\u30eb
\n10.5.6.1 NLP\u306e\u63a1\u7528\u306b\u3088\u308a\u3001\u6280\u8853\u9032\u6b69\u306e\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u306e\u5730\u4f4d\u3092\u78ba\u7acb\u3059\u308b
\n\u8868 198 \u30a4\u30b9\u30e9\u30a8\u30eb\uff1a\u88fd\u54c1\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 199 \u30a4\u30b9\u30e9\u30a8\u30eb\uff1a\u30aa\u30d5\u30a1\u30ea\u30f3\u30b0\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.5.7 \u305d\u306e\u4ed6\u306e\u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\u5730\u57df
\n\u8868 200 \u305d\u306e\u4ed6\u306e\u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 201 \u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab\u306e\u305d\u306e\u4ed6\u5730\u57df\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.6 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab
\n10.6.1 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5e02\u5834\u4fc3\u9032\u8981\u56e0
\n10.6.2 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u666f\u6c17\u5f8c\u9000\u306e\u5f71\u97ff
\n\u8868202 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 203 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u88fd\u54c1\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 204 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 205 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868206 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 207 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 208 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834\u30012019-2022 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 209 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868210 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u6280\u8853\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 211 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u6280\u8853\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 212 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u7528\u9014\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 213 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u7528\u9014\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 214 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5782\u76f4\u5e02\u5834\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 215 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5782\u76f4\u5e02\u5834\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 216 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u56fd\u5225\u5e02\u5834\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 217 \u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u56fd\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.6.2.1 \u30d6\u30e9\u30b8\u30eb
\n10.6.2.1.1 \u63a5\u5ba2\u306b\u4f7f\u308f\u308c\u308bNLP
\n\u8868218 \u30d6\u30e9\u30b8\u30eb\uff1a\u5e02\u5834\uff1a\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 219 \u30d6\u30e9\u30b8\u30eb\uff1a\u30b5\u30fc\u30d3\u30b9\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.6.2.2 \u30e1\u30ad\u30b7\u30b3
\n10.6.2.2.1 NLP\u306f\u91d1\u878d\u5206\u91ce\u3067\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b
\n\u8868 220 \u30e1\u30ad\u30b7\u30b3\uff1a\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 221 \u30e1\u30ad\u30b7\u30b3\uff1a\u88fd\u54c1\u5225\u5e02\u5834 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)
\n10.6.2.3 \u30a2\u30eb\u30bc\u30f3\u30c1\u30f3
\n10.6.2.3.1 NLP\u306e\u9032\u6b69\u304c\u91d1\u878d\u6a5f\u95a2\u306e\u9867\u5ba2\u3068\u306e\u63a5\u3057\u65b9\u3092\u5909\u3048\u308b
\n\u8868 222 \u30a2\u30eb\u30bc\u30f3\u30c1\u30f3\uff1a\u5e02\u5834\uff1a\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 223 \u30a2\u30eb\u30bc\u30f3\u30c1\u30f3\uff1a\u88fd\u54c1\u5225\u5e02\u5834\uff1a2023-2028\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n10.6.2.4 \u305d\u306e\u4ed6\u306e\u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\u5730\u57df
\n\u8868 224 \u305d\u306e\u4ed6\u306e\u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u63d0\u4f9b\u88fd\u54c1\u5225\u30012019\u5e74\uff5e2022\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868225 \u305d\u306e\u4ed6\u306e\u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab\uff1a\u5e02\u5834\uff1a\u88fd\u54c1\u5225 2023-2028 (\u767e\u4e07\u7c73\u30c9\u30eb)<\/p>\n

11 \u7af6\u4e89\u529b\u306e\u3042\u308b\u666f\u89b3 (\u30da\u30fc\u30b8 – 268)
\n11.1 \u6982\u8981
\n11.2 \u4e3b\u8981\u30d7\u30ec\u30fc\u30e4\u30fc\u304c\u63a1\u7528\u3057\u305f\u4e3b\u8981\u6226\u7565
\n\u8868226 \u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308b\u4e3b\u306aNLP\u30d9\u30f3\u30c0\u30fc\u304c\u63a1\u7528\u3057\u305f\u6226\u7565\u306e\u6982\u8981
\n11.3 \u53ce\u76ca\u5206\u6790
\n11.3.1 \u904e\u53bb\u306e\u53ce\u76ca\u5206\u6790
\n\u56f3 43 \u4e0a\u4f4d 5 \u793e\u306e\u904e\u53bb\u306e\u53ce\u76ca\u5206\u6790\uff082020-2022 \u5e74\uff09\uff08\u767e\u4e07\u7c73\u30c9\u30eb
\n11.4 \u5e02\u5834\u30b7\u30a7\u30a2\u5206\u6790
\n\u56f344 2022\u5e74\u306b\u304a\u3051\u308b\u4e3b\u8981\u4f01\u696d\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u5206\u6790
\n\u8868 227 \u5e02\u5834\uff1a\u7af6\u4e89\u306e\u5ea6\u5408\u3044
\n11.5 \u4f01\u696d\u8a55\u4fa1\u30af\u30ef\u30c9\u30e9\u30f3\u30c8
\n11.5.1 \u30b9\u30bf\u30fc\u30ba
\n11.5.2 \u65b0\u9032\u30ea\u30fc\u30c0\u30fc
\n11.5.3 \u30d1\u30fc\u30d9\u30a4\u30b7\u30d6\u30fb\u30d7\u30ec\u30fc\u30e4\u30fc
\n11.5.4 \u53c2\u52a0\u8005
\n\u56f345 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u4f01\u696d\u8a55\u4fa1\u8c61\u9650\uff082022\u5e74
\n11.6 \u7af6\u4e89\u30d9\u30f3\u30c1\u30de\u30fc\u30ad\u30f3\u30b0
\n\u8868 228 \u5e02\u5834\uff1a\u4e3b\u8981\u4f01\u696d\u306e\u88fd\u54c1\u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u5206\u6790\uff082022\u5e74
\n\u8868229 \u5e02\u5834\uff1a\u305d\u306e\u4ed6\u306e\u4e3b\u8981\u4f01\u696d\u306e\u88fd\u54c1\u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u5206\u6790\uff082022\u5e74
\n11.7 \u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\uff0f\u79c1\u306e\u8a55\u4fa1\u8c61\u9650
\n11.7.1 \u9032\u6b69\u7684\u4f01\u696d
\n11.7.2 \u5bfe\u5fdc\u3059\u308b\u4f01\u696d
\n11.7.3 \u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30fb\u30ab\u30f3\u30d1\u30cb\u30fc
\n11.7.4 \u30b9\u30bf\u30fc\u30c8\u30d6\u30ed\u30c3\u30af
\n\u56f346 \u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\uff0fMS\uff1a\u4f01\u696d\u8a55\u4fa1\u8c61\u9650\uff082022\u5e74
\n11.8 \u65b0\u8208\uff0f\u4e2d\u5805\u4f01\u696d\u306e\u7af6\u5408\u30d9\u30f3\u30c1\u30de\u30fc\u30ad\u30f3\u30b0
\n\u8868230 \u5e02\u5834\uff1a\u4e3b\u8981\u65b0\u8208\u4f01\u696d\/SM\u306e\u8a73\u7d30\u30ea\u30b9\u30c8
\n\u8868 231 \u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u65b0\u8208\u4f01\u696d\uff0f\u4e2d\u5c0f\u4f01\u696d\u306e\u88fd\u54c1\u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u5206\u6790\uff082022\u5e74
\n11.9 \u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u88fd\u54c1\u306e\u5c55\u671b
\n11.9.1 \u8457\u540d\u306a\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u88fd\u54c1
\n\u8868 232 \u4e3b\u8981\u306a\u540d\u524d\u4ed8\u304d\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u88fd\u54c1\u306e\u6bd4\u8f03\u5206\u6790
\n11.9.1.1 \u30ec\u30af\u30b5\u30ea\u30c6\u30a3\u30af\u30b9
\n11.9.1.2 \u30a2\u30a4\u30ea\u30a8\u30f3
\n11.9.1.3 Google Cloud
\n11.9.1.4 IBM\u30ef\u30c8\u30bd\u30f3
\n11.9.1.5 Amazon Comprehend
\n11.9.2 \u8457\u540d\u306a\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u88fd\u54c1
\n\u8868 233 \u8457\u540d\u306a\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u88fd\u54c1\u306e\u6bd4\u8f03\u5206\u6790
\n11.9.2.1 \u30ed\u30bc\u30c3\u30c8
\n11.9.2.2 \u30b9\u30da\u30a4\u30b7\u30fc
\n11.9.2.3 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30c3\u30af
\n11.9.2.4 Expert.AI
\n11.9.2.5 MeaningCloud\uff08\u30df\u30fc\u30cb\u30f3\u30b0\u30af\u30e9\u30a6\u30c9
\n11.9.3 \u8457\u540d\u306a\u30c8\u30d4\u30c3\u30af\u30fb\u30e2\u30c7\u30ea\u30f3\u30b0\u88fd\u54c1
\n\u8868 234 \u4e3b\u8981\u30c8\u30d4\u30c3\u30af\u30fb\u30e2\u30c7\u30ea\u30f3\u30b0\u88fd\u54c1\u306e\u6bd4\u8f03\u5206\u6790
\n11.9.3.1 \u30b8\u30a7\u30f3\u30b7\u30e0
\n11.9.3.2 \u30de\u30ec\u30c3\u30c8
\n11.9.3.3 LDAvis
\n11.9.3.4 bigARTM
\n11.9.3.5 \u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9NLP
\n11.9.4 \u8457\u540d\u306a\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u88fd\u54c1
\n\u8868 235 \u8457\u540d\u306a\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u88fd\u54c1\u306e\u6bd4\u8f03\u5206\u6790
\n11.9.4.1 MonkeyLearn
\n11.9.4.2 Datebox
\n11.9.4.3 OpenAI
\n11.9.4.4 \u30cf\u30b0\u3059\u308b\u9854
\n11.9.4.5 TensorFlow
\n11.9.5 \u8457\u540d\u306a\u6587\u66f8\u5206\u985e\u88fd\u54c1
\n\u8868236 \u4e3b\u8981\u6587\u66f8\u5206\u985e\u88fd\u54c1\u306e\u6bd4\u8f03\u5206\u6790
\n11.9.5.1 Azure Cognitive Services\u30c6\u30ad\u30b9\u30c8\u5206\u6790
\n11.9.5.2 \u30aa\u30fc\u30d7\u30f3\u30c6\u30ad\u30b9\u30c8 \u30de\u30bc\u30e9\u30f3
\n11.9.5.3 RapidMiner
\n11.9.5.4 \u30d7\u30ed\u30c7\u30a3\u30b8\u30fc\u30fb\u30d0\u30a4\u30fb\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30b8\u30e7\u30f3AI
\n11.9.5.5 KNIME\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0
\n11.10 \u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u4e3b\u8981\u30d9\u30f3\u30c0\u30fc\u306e\u8a55\u4fa1\u3068\u8ca1\u52d9\u6307\u6a19
\n\u56f3 47 \u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308b\u4e3b\u8981 NLP \u30d9\u30f3\u30c0\u30fc\u306e\u8a55\u4fa1\u3068\u8ca1\u52d9\u6307\u6a19
\n11.11 \u7af6\u4e89\u30b7\u30ca\u30ea\u30aa\u3068\u30c8\u30ec\u30f3\u30c9
\n11.11.1 \u88fd\u54c1\u306e\u767a\u58f2\u3068\u5f37\u5316
\n\u8868237 \u30b5\u30fc\u30d3\u30b9\uff0f\u88fd\u54c1\u306e\u767a\u58f2\uff082020-2023\u5e74
\n11.11.2 \u30c7\u30a3\u30fc\u30eb\u30b9
\n\u8868 238 \u53d6\u5f15\uff082021-2023\u5e74<\/p>\n

12 \u4f01\u696d\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\uff08\u30da\u30fc\u30b8\u756a\u53f7 – 298\uff09
\n12.1 \u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3
\n(\u4e8b\u696d\u6982\u8981\u3001\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\/\u30b5\u30fc\u30d3\u30b9\u3001\u6700\u8fd1\u306e\u52d5\u5411\u3001MnM\u306e\u8996\u70b9\u3001\u4e3b\u8981\u306a\u5f37\u307f\u3001\u6226\u7565\u7684\u9078\u629e\u3001\u5f31\u307f\u3001\u7af6\u4e89\u4e0a\u306e\u8105\u5a01\uff09*\u3002
\n12.2 \u4e3b\u8981\u30d7\u30ec\u30fc\u30e4\u30fc
\n12.2.1 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8
\n\u8868 239 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f3 48 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 240 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868241 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868242 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff1a\u53d6\u5f15
\n12.2.2 IBM
\n\u8868243 IBM\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f349 IBM\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868244 IBM\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 245 IBM\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868246 IBM\uff1a\u53d6\u5f15
\n12.2.3 \u30b0\u30fc\u30b0\u30eb
\n\u8868247 \u30b0\u30fc\u30b0\u30eb\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f350 \u30b0\u30fc\u30b0\u30eb\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868248 \u30b0\u30fc\u30b0\u30eb\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868249 \u30b0\u30fc\u30b0\u30eb\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u5f37\u5316
\n\u8868250 \u30b0\u30fc\u30b0\u30eb\uff1a\u53d6\u5f15
\n12.2.4 AWS
\n\u8868251 AWS\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f3 51 AWS\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868252 AWS\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 253 AWS\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868254 AWS\uff1a\u53d6\u5f15
\n12.2.5 \u30aa\u30e9\u30af\u30eb
\n\u8868 255 \u30aa\u30e9\u30af\u30eb\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f3 52 \u30aa\u30e9\u30af\u30eb\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868256 \u30aa\u30e9\u30af\u30eb: \u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\/\u30b5\u30fc\u30d3\u30b9
\n\u8868 257 \u30aa\u30e9\u30af\u30eb\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868 258 \u30aa\u30e9\u30af\u30eb: \u53d6\u5f15
\n12.2.6 \u30b5\u30b9\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8
\n\u8868 259 \u30b5\u30b9\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff1a\u4e8b\u696d\u6982\u8981
\n\u8868260 \u30b5\u30b9\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 261 \u30b5\u30b9\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868 262 \u30b5\u30b9\u30fb\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\uff1a\u53d6\u5f15
\n12.2.7 Qualtrics
\n\u8868 263 \u30af\u30aa\u30eb\u30c8\u30ea\u30af\u30b9\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f3 53 \u30af\u30aa\u30eb\u30c8\u30ea\u30af\u30b9\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 264 \u30af\u30aa\u30eb\u30c8\u30ea\u30af\u30b9\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 265 \u30af\u30aa\u30eb\u30c8\u30ea\u30af\u30b9\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868 266 \u30af\u30aa\u30eb\u30c8\u30ea\u30af\u30b9\uff1a\u53d6\u5f15
\n12.2.8 BAIDU
\n\u8868 267 \u30d0\u30a4\u30c9\u30a5\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f354 \u30d0\u30a4\u30c9\u30a5\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 268 \u30d0\u30a4\u30c9\u30a5\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 269 \u30d0\u30a4\u30c9\u30a5\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u5f37\u5316
\n12.2.9 \u30a4\u30f3\u30d9\u30f3\u30bf
\n\u8868270 \u30a4\u30f3\u30d9\u30f3\u30bf\uff1a\u4e8b\u696d\u6982\u8981
\n\u8868 271 \u30a4\u30f3\u30d9\u30f3\u30bf\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 272 \u30a4\u30f3\u30d9\u30f3\u30bf\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868 273 \u30a4\u30f3\u30d9\u30f3\u30bf\uff1a\u53d6\u5f15
\n12.2.10 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc
\n\u8868 274 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\uff1a\u4e8b\u696d\u6982\u8981
\n\u8868 275 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 276 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u5f37\u5316
\n\u8868 277 \u30d9\u30fc\u30b7\u30b9\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\uff1a\u53d6\u5f15
\n12.2.11 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba
\n\u8868 278 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f355 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff1a\u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868 279 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868280 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u5f37\u5316
\n\u8868281 \u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\uff1a\u53d6\u5f15
\n12.2.12 expert.ai
\n\u8868 282 \u30a8\u30ad\u30b9\u30d1\u30fc\u30c8.AI\uff1a\u4e8b\u696d\u6982\u8981
\n\u56f3 56 Expert.ai: \u4f01\u696d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8
\n\u8868283 expert.ai\uff1a\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9
\n\u8868 284 Expert.ai\uff1a\u88fd\u54c1\u306e\u767a\u58f2\u3068\u6a5f\u80fd\u5f37\u5316
\n\u8868 285 Expert.ai: \u53d6\u5f15
\n12.2.13 \u30e9\u30a4\u30d6\u30d1\u30fc\u30bd\u30f3
\n12.2.14 \u30d9\u30ea\u30c8\u30fc\u30f3
\n12.2.15 \u81ea\u52d5\u5316\u3055\u308c\u305f\u6d1e\u5bdf
\n12.2.16 BITEXT
\n12.2.17 \u30b3\u30f3\u30d0\u30b7\u30ab
\n12.2.18 ACCERN
\n12.2.19 \u30ab\u30b7\u30b9\u30c8
\n12.2.20 KENSHO
\n12.2.21 ABBYY
\n12.2.22 \u30e2\u30b6\u30a4\u30af
\n12.2.23 \u30e6\u30cb\u30d5\u30a9\u30a2
\n*\u4e8b\u696d\u6982\u8981\u3001\u63d0\u4f9b\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a8\u30a2\uff0f\u30b5\u30fc\u30d3\u30b9\u3001\u6700\u8fd1\u306e\u52d5\u5411\u3001MnM\u30d3\u30e5\u30fc\u3001\u4e3b\u8981\u306a\u5f37\u307f\u3001\u6226\u7565\u7684\u9078\u629e\u3001\u5f31\u307f\u3001\u7af6\u4e89\u4e0a\u306e\u8105\u5a01\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306f\u3001\u672a\u4e0a\u5834\u4f01\u696d\u306e\u5834\u5408\u3001\u628a\u63e1\u3067\u304d\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002
\n12.3 \u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\/\u30e6\u30fc\u30b6\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb
\n12.3.1 observe.ai
\n12.3.2 LILT
\n12.3.3 \u30b3\u30b0\u30cb\u30c6\u30a3
\n12.3.4 ADDEPTO
\n12.3.5 SKIT.AI
\n12.3.6 \u30df\u30f3\u30c6\u30a3\u30bf\u30f3
\n12.3.7 supertext.ai
\n12.3.8 \u30ca\u30e9\u30c6\u30a3\u30d6
\n12.3.9 \u30af\u30ec\u30b9\u30bf<\/p>\n

13 \u96a3\u63a5\u30fb\u95a2\u9023\u5e02\u5834\uff08\u30da\u30fc\u30b8\u6570 – 350\uff09
\n13.1 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP
\n13.1.1 \u5e02\u5834\u306e\u5b9a\u7fa9
\n13.1.2 \u5e02\u5834\u6982\u8981
\n13.1.2.1 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225
\n\u8868286 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868287 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868288 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012017\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868289 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868290 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u30bf\u30a4\u30d7\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868291 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u30bf\u30a4\u30d7\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868292 \u30b5\u30fc\u30d3\u30b9\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u30bf\u30a4\u30d7\u5225\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868293 \u30b5\u30fc\u30d3\u30b9\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u30bf\u30a4\u30d7\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868294 \u30b5\u30fc\u30d3\u30b9\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868295 \u30b5\u30fc\u30d3\u30b9\uff1a\u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.2 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u30bf\u30a4\u30d7\u5225
\n\u8868296 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u30bf\u30a4\u30d7\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868297 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u30bf\u30a4\u30d7\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.3 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u7528\u9014\u5225
\n\u8868298 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u7528\u9014\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868299 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u7528\u9014\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.4 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u898f\u6a21\u5225
\n\u8868300 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u898f\u6a21\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868301 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u898f\u6a21\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.5 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u5c0e\u5165\u5f62\u614b\u5225
\n\u8868302 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u5c55\u958b\u30e2\u30fc\u30c9\u5225\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868303 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u5c55\u958b\u30e2\u30fc\u30c9\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.6 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u6280\u8853\u5225
\n\u8868304 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3001\u6280\u8853\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868305 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u6280\u8853\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.7 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u5225
\n\u8868306 \u30d8\u30eb\u30b9\u30b1\u30a2\uff06\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u5225\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868307 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff1a\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.1.2.8 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\uff08\u5730\u57df\u5225
\n\u8868308 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012017-2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868309 \u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30e9\u30a4\u30d5\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u306eNLP\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2 \u97f3\u58f0\u5206\u6790\u5e02\u5834
\n13.2.1 \u5e02\u5834\u306e\u5b9a\u7fa9
\n13.2.2 \u5e02\u5834\u6982\u8981
\n13.2.2.1 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225
\n\u8868310 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225\u30012018\u5e74\uff5e2021\u5e74(\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868311 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5225\u30012022-2027\u5e74(\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 312 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u5730\u57df\u5225\u30012018\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 313 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff1a\u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 314 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u30b5\u30fc\u30d3\u30b9\u5225\u30012018\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868315 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u30b5\u30fc\u30d3\u30b9\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 316 \u30b5\u30fc\u30d3\u30b9\uff1a\u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5730\u57df\u5225\u30012018\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 317 \u30b5\u30fc\u30d3\u30b9\uff1a\u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2.2.2 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u5225
\n\u8868 318 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u5225\u30012018\u5e74\uff5e2021\u5e74(\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868 319 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2.2.3 \u97f3\u58f0\u5206\u6790\u5e02\u5834\uff1a\u7d44\u7e54\u898f\u6a21\u5225
\n\u8868320 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u7d44\u7e54\u898f\u6a21\u5225\u30012018\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868321 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\uff1a\u7d44\u7e54\u898f\u6a21\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2.2.4 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u5c0e\u5165\u5f62\u614b\u5225
\n\u8868322 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5c55\u958b\u30e2\u30fc\u30c9\u5225\u30012018\u5e74\uff5e2021\u5e74(\u767e\u4e07\u7c73\u30c9\u30eb)
\n\u8868323 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5c55\u958b\u30e2\u30fc\u30c9\u5225\u30012022\u5e74\uff5e2027\u5e74(\u767e\u4e07\u7c73\u30c9\u30eb)
\n13.2.2.5 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u7528\u9014\u5225
\n\u8868 324 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u7528\u9014\u5225\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868325 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u7528\u9014\u5225\u30012022-2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2.2.6 \u97f3\u58f0\u5206\u6790\u5e02\u5834\uff08\u696d\u7a2e\u5225
\n\u8868 326 \u5782\u76f4\u5e02\u5834\u5225\u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u30012017\u5e74\uff5e2021\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 327 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5782\u76f4\u5206\u91ce\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n13.2.2.7 \u97f3\u58f0\u5206\u6790\u5e02\u5834\u3001\u5730\u57df\u5225
\n\u8868 328 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5730\u57df\u5225\u30012017-2021 \u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09
\n\u8868 329 \u30b9\u30d4\u30fc\u30c1\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u5e02\u5834\u3001\u5730\u57df\u5225\u30012022\u5e74\uff5e2027\u5e74\uff08\u767e\u4e07\u7c73\u30c9\u30eb\uff09<\/p>\n

14 \u4ed8\u9332\uff08\u30da\u30fc\u30b8\u756a\u53f7 – 368\uff09
\n14.1 \u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u30fb\u30ac\u30a4\u30c9
\n14.2 Knowledgestore: \u30de\u30fc\u30b1\u30c3\u30c4\u306e\u8cfc\u8aad\u30dd\u30fc\u30bf\u30eb
\n14.3 \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3
\n14.4 \u95a2\u9023\u30ec\u30dd\u30fc\u30c8
\n14.5 \u8457\u8005\u8a73\u7d30<\/p>\n","protected":false},"excerpt":{"rendered":"

[376\u30da\u30fc\u30b8\u30ec\u30dd\u30fc\u30c8]\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u306f\u30012023\u5e74\u306e55\u5104\u7c73\u30c9\u30eb\u304b\u30892028\u5e74\u306b\u306f\u5e74\u5e73\u5747\u6210\u9577\u7387\uff08CAGR\uff0927.6\uff05\u3067188\u5104\u7c73\u30c9\u30eb\u306b\u6210\u9577\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u306f\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u9700\u8981\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u4e88\u6e2c\u671f\u9593\u4e2d\u306b\u5927\u5e45\u306a\u6210\u9577\u304c\u898b\u8fbc\u307e\u308c\u308b\u3002\u8907\u96d1\u306a\u91d1\u878d\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u5206\u6790\u3059\u308b\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a\u3084\u3001\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u6a5f\u80fd\u306e\u5f37\u5316\u3092\u53ef\u80fd\u306b\u3059\u308bAI\u3084ML\u30e2\u30c7\u30eb\u306e\u767b\u5834\u3082\u3001\u5927\u304d\u306a\u6210\u9577\u4fc3\u9032\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

\u5e02\u5834\u30c0\u30a4\u30ca\u30df\u30af\u30b9
\n\u30c9\u30e9\u30a4\u30d0\u30fc\u81ea\u52d5\u5316\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u9700\u8981\u304c\u4e16\u754c\u4e2d\u3067\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002
\n\u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u306e\u63a1\u7528\u306f\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u9700\u8981\u304c\u4e16\u754c\u7684\u306b\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u80cc\u666f\u306b\u3042\u308b\u3002\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u304f\u3001\u52b9\u7387\u7684\u3067\u3001\u9867\u5ba2\u304c\u5bb9\u6613\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u91d1\u878d\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3088\u3046\u3068\u52aa\u529b\u3059\u308b\u91d1\u878d\u6a5f\u95a2\u306e\u9593\u3067\u3001NLP\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u5229\u7528\u306f\u307e\u3059\u307e\u3059\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5f37\u5316\u3055\u308c\u305f\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5206\u91ce\u306e\u3072\u3068\u3064\u304c\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a\u3060\u3002\u91d1\u878d\u6a5f\u95a2\u306f\u3001NLP\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5229\u7528\u3057\u3066\u9867\u5ba2\u306b\u5373\u5ea7\u306b\u652f\u63f4\u3092\u63d0\u4f9b\u3057\u3001\u5927\u5e45\u306a\u30b3\u30b9\u30c8\u524a\u6e1b\u3068\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306b\u3064\u306a\u3052\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u3088\u304f\u3042\u308b\u8cea\u554f\u306b\u7b54\u3048\u305f\u308a\u3001\u53e3\u5ea7\u6b8b\u9ad8\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3001\u9001\u91d1\u3092\u652f\u63f4\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u4f8b\u3048\u3070\u3001\u30d0\u30f3\u30af\u30fb\u30aa\u30d6\u30fb\u30a2\u30e1\u30ea\u30ab\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30a8\u30ea\u30ab\u306f\u30011500\u4e07\u4eba\u4ee5\u4e0a\u306e\u9867\u5ba2\u306e\u30d0\u30f3\u30ad\u30f3\u30b0\u30fb\u30cb\u30fc\u30ba\u3092\u652f\u63f4\u3057\u3001\u305d\u306e\u7d50\u679c\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u30fb\u30b3\u30b9\u30c8\u309219\uff05\u524a\u6e1b\u3057\u305f\u3002<\/p>\n

\u5236\u7d04\uff1a\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u304c\u56f0\u96e3
\n\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u304c\u96e3\u3057\u3044\u4e3b\u306a\u7406\u7531\u306e1\u3064\u306f\u3001\u6a19\u6e96\u5316\u304c\u9032\u3093\u3067\u3044\u306a\u3044\u3053\u3068\u3060\u3002\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u52d5\u753b\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u3084\u30bf\u30a4\u30d7\u304c\u3042\u308a\u3001\u610f\u5473\u306e\u3042\u308b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u91d1\u878d\u6a5f\u95a2\u306f\u624b\u4f5c\u696d\u306b\u983c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3001\u30a8\u30e9\u30fc\u3082\u767a\u751f\u3057\u3084\u3059\u3044\u3002<\/p>\n

\u307e\u305f\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u3092\u51e6\u7406\u3059\u308b\u6d17\u7df4\u3055\u308c\u305f\u30c4\u30fc\u30eb\u304c\u306a\u3044\u3053\u3068\u3082\u3001\u540c\u69d8\u306e\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306b\u306f\u4e0d\u5341\u5206\u306a\u3053\u3068\u304c\u591a\u3044\u3002\u305d\u306e\u7d50\u679c\u3001\u91d1\u878d\u6a5f\u95a2\u306f\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u30fb\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u6ce8\u76ee\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

\u6a5f\u4f1a\u7279\u5b9a\u306e\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3084\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305fNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a
\n\u91d1\u878d\u696d\u754c\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6280\u8853\u306e\u5c0e\u5165\u304c\u6025\u901f\u306b\u9032\u3093\u3067\u3044\u308b\u3002NLP\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u6c7a\u7b97\u8aac\u660e\u4f1a\u306e\u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u8cb4\u91cd\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u62bd\u51fa\u3057\u3066\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u4fc3\u9032\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001NLP\u30d9\u30fc\u30b9\u306e\u91d1\u878d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3051\u308b\u6a19\u6e96\u5316\u306e\u6b20\u5982\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u306e\u96e3\u3057\u3055\u3001\u6d17\u7df4\u3055\u308c\u305fNLP\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8907\u96d1\u3055\u306f\u3001\u5e02\u5834\u306e\u6210\u9577\u3092\u59a8\u3052\u308b\u4e3b\u306a\u963b\u5bb3\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

\u3053\u3046\u3057\u305f\u8ab2\u984c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u306e\u5e02\u5834\u6a5f\u4f1a\u306f\u4f9d\u7136\u3068\u3057\u3066\u5927\u304d\u3044\u3002\u7279\u5b9a\u306e\u91d1\u878d\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305fNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff06\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u767a\u306f\u3001\u5927\u304d\u306a\u5e02\u5834\u6a5f\u4f1a\u3067\u3042\u308b\u3002\u4f8b\u3048\u3070\u3001\u9280\u884c\u306fNLP\u3092\u5229\u7528\u3057\u3066\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304b\u3089\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3057\u3001\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u540c\u69d8\u306b\u3001\u6295\u8cc7\u4f1a\u793e\u306fNLP\u3092\u4f7f\u3063\u3066\u5e02\u5834\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3084\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3092\u5206\u6790\u3057\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6295\u8cc7\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n

\u8ab2\u984c\uff1aNLP\u306b\u4f34\u3046\u9ad8\u3044\u5c0e\u5165\u30b3\u30b9\u30c8
\nNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u679c\u7684\u306b\u5c0e\u5165\u3059\u308b\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3084\u5c02\u9580\u77e5\u8b58\u3092\u6301\u305f\u306a\u3044\u4e2d\u5c0f\u91d1\u878d\u6a5f\u95a2\u306b\u3068\u3063\u3066\u306f\u3001\u5c0e\u5165\u30b3\u30b9\u30c8\u306e\u9ad8\u3055\u304c\u5927\u304d\u306a\u53c2\u5165\u969c\u58c1\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u5927\u624b\u91d1\u878d\u6a5f\u95a2\u3068\u4e2d\u5c0f\u91d1\u878d\u6a5f\u95a2\u306e\u683c\u5dee\u304c\u62e1\u5927\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u524d\u8005\u306e\u65b9\u304c\u696d\u52d9\u306b\u304a\u3044\u3066NLP\u306e\u5229\u70b9\u3092\u6d3b\u7528\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001NLP\u3092\u6d3b\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u91d1\u878d\u6a5f\u95a2\u3067\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3078\u306e\u8ffd\u52a0\u6295\u8cc7\u3084\u3001\u57fa\u76e4\u3068\u306a\u308bNLP\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u30fb\u4fdd\u5b88\u306e\u305f\u3081\u306b\u5c02\u9580\u306e\u958b\u767a\u8005\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u96c7\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f7f\u3044\u65b9\u3084\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u65b9\u6cd5\u306b\u3064\u3044\u3066\u5f93\u696d\u54e1\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u30b3\u30b9\u30c8\u3082\u3001\u7dcf\u6240\u6709\u30b3\u30b9\u30c8\u306b\u4e0a\u4e57\u305b\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u4e88\u6e2c\u671f\u9593\u4e2d\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5206\u91ce\u304c\u5e02\u5834\u898f\u6a21\u3092\u5927\u304d\u304f\u5360\u3081\u308b
\n\u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u30c4\u30fc\u30eb\u306e\u9700\u8981\u5897\u52a0\u306b\u3088\u308a\u3001\u5e02\u5834\u306f\u4eca\u5f8c\u3082\u6025\u901f\u306a\u30da\u30fc\u30b9\u3067\u6210\u9577\u3059\u308b\u3068\u4e88\u60f3\u3055\u308c\u308b\u3002NLP\u306b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u91d1\u878d\u696d\u754c\u306b\u304a\u3051\u308bNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306eNLP\u30c4\u30fc\u30eb\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u3088\u308a\u6b63\u78ba\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002NLP\u3092\u6d3b\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u5229\u7528\u306f\u3001\u91d1\u878d\u6a5f\u95a2\u306e\u9593\u3067\u4eba\u6c17\u3092\u96c6\u3081\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u9867\u5ba2\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u91d1\u878d\u30a2\u30c9\u30d0\u30a4\u30b9\u3084\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p>\n

\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u4e88\u6e2c\u671f\u9593\u4e2d\u306b\u6700\u3082\u9ad8\u3044CAGR\u3092\u8a18\u9332\u3059\u308b
\n\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5206\u91ce\u306f\u4e88\u6e2c\u671f\u9593\u4e2d\u3001\u3088\u308a\u9ad8\u3044\u6210\u9577\u7387\u3092\u76ee\u6483\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u308b\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u958b\u767a\u306e\u9032\u5c55\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u5229\u70b9\u306e1\u3064\u306f\u3001\u5927\u898f\u6a21\u3067\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u3067\u3042\u308a\u3001\u3053\u308c\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304c\u5229\u7528\u53ef\u80fd\u306a\u91d1\u878d\u306b\u304a\u3044\u3066\u7279\u306b\u91cd\u8981\u3067\u3042\u308b\u3002\u3053\u306e\u305f\u3081\u3001\u69d8\u3005\u306a\u7528\u9014\u5411\u3051\u306b\u3001\u3088\u308a\u6b63\u78ba\u3067\u6d17\u7df4\u3055\u308c\u305fNLP\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306b\u304a\u3044\u3066\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u51cc\u99d5\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u7d50\u679c\u3001\u5e02\u5834\u52d5\u5411\u3084\u884c\u52d5\u3092\u3088\u308a\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n

\u4e88\u6e2c\u671f\u9593\u4e2d\u3001\u5e02\u5834\u898f\u6a21\u306f\u5317\u7c73\u304c\u6700\u5927\u306b
\n\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u306f\u5317\u7c73\u304c\u6700\u5927\u3068\u4e88\u60f3\u3055\u308c\u308b\u3002\u3053\u306e\u5730\u57df\u306b\u306f\u591a\u304f\u306e\u6280\u8853\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u3001\u4eba\u7684\u8cc7\u672c\u3001\u5f37\u529b\u306a\u30a4\u30f3\u30d5\u30e9\u304c\u3042\u308b\u3002\u3055\u3089\u306b\u3001\u540c\u5730\u57df\u306b\u304a\u3051\u308b\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u306e\u5897\u52a0\u3068\u7814\u7a76\u958b\u767a\u90e8\u9580\u306e\u767a\u5c55\u304c\u5e02\u5834\u306e\u6210\u9577\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u308b\u3002\u5317\u7c73\u306e\u91d1\u878d\u696d\u754c\u3067\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u4e0d\u6b63\u691c\u77e5\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u3067NLP\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002NLP\u6280\u8853\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306a\u3069\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u306e\u306b\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

\u4e3b\u8981\u5e02\u5834\u30d7\u30ec\u30a4\u30e4\u30fc
\n\u91d1\u878d\u5411\u3051NLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u3001\u88fd\u54c1\u6295\u5165\u3001\u88fd\u54c1\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001\u63d0\u643a\u3001\u5951\u7d04\u3001\u4e8b\u696d\u62e1\u5927\u3001M&A\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6709\u6a5f\u7684\u30fb\u7121\u6a5f\u7684\u6210\u9577\u6226\u7565\u3092\u5b9f\u65bd\u3057\u3001\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u306e\u5f37\u5316\u3092\u56f3\u3063\u3066\u3044\u308b\u3002\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u306e\u4e3b\u8981\u4f01\u696d\u306b\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff08\u7c73\u56fd\uff09\u3001IBM\uff08\u7c73\u56fd\uff09\u3001\u30b0\u30fc\u30b0\u30eb\uff08\u7c73\u56fd\uff09\u3001AWS\uff08\u7c73\u56fd\uff09\u3001\u30aa\u30e9\u30af\u30eb\uff08\u7c73\u56fd\uff09\u3001SAS Institute\uff08\u7c73\u56fd\uff09\u3001Qualtrics\uff08\u7c73\u56fd\uff09\u3001\u767e\u5ea6\uff08\u4e2d\u56fd\uff09\u3001Inbenta\uff08\u7c73\u56fd\uff09\u3001Basis Technology\uff08\u7c73\u56fd\uff09\u3001Nuance Communications\uff08\u7c73\u56fd\uff09\u3001Expert.ai\uff08\u30a4\u30bf\u30ea\u30a2\uff09\u306a\u3069\u304c\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u306f\u3001\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3092\u63d0\u4f9b\u3001\u6280\u8853\u3001\u7528\u9014\u3001\u696d\u7a2e\u3001\u5730\u57df\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u63d0\u4f9b\u3059\u308b\uff1a
\n\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u6b63\u898f\u8868\u73fe (Regex)
\n\u6709\u9650\u72b6\u614b\u30de\u30b7\u30f3(FSM)
\n\u540d\u524d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER)
\n\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051
\n\u7d71\u8a08\u7684\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba
\n\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30
\n\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM)
\n\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09
\n\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2
\n\u6f5c\u5728\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066 (LDA)
\n\u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb(HMM)
\n\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u5834(CRF)
\n\u30b5\u30fc\u30d3\u30b9
\n\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9
\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0
\n\u30b7\u30b9\u30c6\u30e0\u306e\u7d71\u5408\u3068\u5b9f\u88c5
\n\u30b5\u30dd\u30fc\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9
\n\u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30b5\u30fc\u30d3\u30b9
\n\u6280\u8853\u306b\u3088\u3063\u3066\uff1a
\n\u6a5f\u68b0\u5b66\u7fd2
\n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2
\n\u6559\u5e2b\u306a\u3057\u5b66\u7fd2
\n\u5f37\u5316\u5b66\u7fd2
\n\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0
\n\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09
\n\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09
\n\u5909\u5727\u5668\u30e2\u30c7\u30eb\uff08BERT\u3001GPT-3\u306a\u3069\uff09
\n\u81ea\u7136\u8a00\u8a9e\u751f\u6210
\n\u81ea\u52d5\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210
\n\u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3
\n\u8ca1\u52d9\u6587\u66f8\u4f5c\u6210
\n\u30c6\u30ad\u30b9\u30c8\u5206\u985e
\n\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u985e
\n\u610f\u56f3\u5206\u985e
\n\u30c8\u30d4\u30c3\u30af\u306e\u30e2\u30c7\u30ea\u30f3\u30b0
\n\u30c8\u30d4\u30c3\u30af\u306e\u8b58\u5225
\n\u30c8\u30d4\u30c3\u30af\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0
\n\u30c8\u30d4\u30c3\u30af\u306e\u53ef\u8996\u5316
\n\u611f\u60c5\u691c\u51fa
\n\u611f\u60c5\u8a8d\u8b58
\n\u611f\u60c5\u306e\u5206\u985e
\n\u305d\u306e\u4ed6\u306e\u6280\u8853\uff08\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u3001\u30a4\u30d9\u30f3\u30c8\u62bd\u51fa\uff09
\n\u7533\u8acb\u306b\u3088\u308a\uff1a
\n\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790
\n\u30d6\u30e9\u30f3\u30c9\u8a55\u5224\u7ba1\u7406
\n\u5e02\u5834\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790
\n\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790
\n\u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u5206\u6790
\n\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5
\n\u4fe1\u7528\u30ea\u30b9\u30af\u8a55\u4fa1
\n\u4e0d\u6b63\u884c\u70ba\u306e\u691c\u51fa\u3068\u9632\u6b62
\n\u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09
\n\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u8105\u5a01\u691c\u77e5
\n\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u76e3\u8996
\n\u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\nKYC\/AML\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n\u6cd5\u7684\u304a\u3088\u3073\u30dd\u30ea\u30b7\u30fc\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n\u76e3\u67fb\u8a3c\u8de1\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0
\n\u53d6\u5f15\u76e3\u8996
\n\u6295\u8cc7\u5206\u6790
\n\u8cc7\u7523\u914d\u5206\u3068\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6700\u9069\u5316
\n\u682a\u5f0f\u8abf\u67fb\u3068\u5206\u6790
\n\u5b9a\u91cf\u5206\u6790\u3068\u30e2\u30c7\u30ea\u30f3\u30b0
\n\u6295\u8cc7\u306e\u63a8\u5968\u3068\u8a08\u753b
\n\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e88\u6e2c
\n\u6295\u8cc7\u6a5f\u4f1a\u306e\u7279\u5b9a
\n\u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u3068\u5e02\u5834\u5206\u6790
\n\u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u3068\u5206\u6790
\n\u682a\u5f0f\u5e02\u5834\u4e88\u6e2c
\n\u30de\u30af\u30ed\u7d4c\u6e08\u5206\u6790
\n\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8
\n\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8
\n\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u3068\u30b5\u30fc\u30d3\u30b9
\n\u82e6\u60c5\u89e3\u6c7a
\n\u30af\u30a8\u30ea\u89e3\u6c7a\u3068\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u7ba1\u7406
\n\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3
\n\u6587\u66f8\u30fb\u5951\u7d04\u66f8\u5206\u6790
\n\u5951\u7d04\u66f8\u7ba1\u7406
\n\u6cd5\u7684\u6587\u66f8\u5206\u6790
\n\u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u5206\u6790
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u3068\u6b63\u898f\u5316
\n\u97f3\u58f0\u8a8d\u8b58\u3068\u6587\u5b57\u8d77\u3053\u3057
\n\u97f3\u58f0\u306b\u3088\u308b\u691c\u7d22\u3068\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3
\n\u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5909\u63db
\n\u901a\u8a71\u9332\u97f3\u3068\u5206\u6790
\n\u97f3\u58f0\u30d0\u30a4\u30aa\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u8a8d\u8a3c
\n\u97f3\u58f0\u5bfe\u5fdc\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8
\n\u8a00\u8a9e\u7ffb\u8a33
\n\u91d1\u878d\u6587\u66f8\u7ffb\u8a33
\n\u6295\u8cc7\u8abf\u67fb\u7ffb\u8a33
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\n\u30a6\u30a7\u30eb\u30b9\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8
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\n\u30a8\u30cd\u30eb\u30ae\u30fc\u3068\u516c\u76ca\u4e8b\u696d
\n\u904b\u8f38\u30fb\u7269\u6d41
\n\u5730\u57df\u5225
\n\u5317\u7c73
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\n\u30ab\u30ca\u30c0
\n\u30e8\u30fc\u30ed\u30c3\u30d1
\n\u82f1\u56fd
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\n\u305d\u306e\u4ed6\u306e\u30e8\u30fc\u30ed\u30c3\u30d1
\n\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b
\n\u4e2d\u56fd
\n\u30a4\u30f3\u30c9
\n\u65e5\u672c
\n\u97d3\u56fd
\n\u30b7\u30f3\u30ac\u30dd\u30fc\u30eb
\n\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u304a\u3088\u3073\u30cb\u30e5\u30fc\u30b8\u30fc\u30e9\u30f3\u30c9
\n\u305d\u306e\u4ed6\u306e\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df
\n\u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab
\n\u30b5\u30a6\u30b8\u30a2\u30e9\u30d3\u30a2
\nUAE
\n\u5357\u30a2\u30d5\u30ea\u30ab
\n\u30a4\u30b9\u30e9\u30a8\u30eb
\n\u305d\u306e\u4ed6\u306e\u4e2d\u6771\u30fb\u30a2\u30d5\u30ea\u30ab
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\n\u30d6\u30e9\u30b8\u30eb
\n\u30e1\u30ad\u30b7\u30b3
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\n\u305d\u306e\u4ed6\u306e\u30e9\u30c6\u30f3\u30a2\u30e1\u30ea\u30ab
\n\u6700\u8fd1\u306e\u52d5\u5411
\n2022\u5e7412\u6708\u3001AWS\u306f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u4e3b\u5c0e\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u4f01\u696d\u3067\u3042\u308bStability AI\u304c\u3001\u753b\u50cf\u3001\u8a00\u8a9e\u3001\u97f3\u58f0\u3001\u52d5\u753b\u30013D\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306e\u305f\u3081\u306eAI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u62e1\u5f35\u3059\u308b\u305f\u3081\u306e\u512a\u5148\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u3057\u3066AWS\u3092\u9078\u629e\u3057\u305f\u3068\u767a\u8868\u3057\u305f\u3002
\n2022\u5e743\u6708\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3001\u5c0f\u58f2\u3001\u901a\u4fe1\u306a\u3069\u306e\u696d\u754c\u306b\u304a\u3051\u308b\u4f1a\u8a71\u578bAI\u3068\u30a2\u30f3\u30d3\u30a8\u30f3\u30c8\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u30ea\u30fc\u30c0\u30fc\u3067\u3042\u308b\u30cb\u30e5\u30a2\u30f3\u30b9\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\u306e\u8cb7\u53ce\u3092\u767a\u8868\u3057\u305f\u3002\u6210\u679c\u30d9\u30fc\u30b9\u306eAI\u3092\u69cb\u7bc9\u3059\u308b\u3068\u3044\u3046\u5171\u901a\u306e\u30d3\u30b8\u30e7\u30f3\u306b\u57fa\u3065\u304d\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u3068\u30cb\u30e5\u30a2\u30f3\u30b9\u306f\u3001\u3042\u3089\u3086\u308b\u696d\u754c\u306e\u7d44\u7e54\u304c\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u3092\u52a0\u901f\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002
\n2022\u5e742\u6708\u3001Google Cloud\u3001KeyBank\u3001Deloitte\u306f\u3001KeyBank\u306e\u9280\u884c\u696d\u52d9\u3078\u306e\u30af\u30e9\u30a6\u30c9\u30d5\u30a1\u30fc\u30b9\u30c8\u30a2\u30d7\u30ed\u30fc\u30c1\u3078\u306e\u53d6\u308a\u7d44\u307f\u3092\u52a0\u901f\u3055\u305b\u308b\u305f\u3081\u3001\u8907\u6570\u5e74\u306b\u308f\u305f\u308b\u6226\u7565\u7684\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u306e\u62e1\u5927\u3092\u767a\u8868\u3057\u305f\u3002
\nIBM\u306f2021\u5e7411\u6708\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u4f7f\u7528\u3057\u3066\u6587\u66f8\u5185\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u30ef\u30c8\u30bd\u30f3\u30fb\u30c7\u30a3\u30b9\u30ab\u30d0\u30ea\u30fc\u306e\u6700\u65b0\u7248\u3092\u767a\u8868\u3057\u305f\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"yoast_head":"\n\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\uff08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30b5\u30fc\u30d3\u30b9\uff09\u3001\u7528\u9014\u5225\uff08\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u51fa\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09\u3001\u6280\u8853\u5225\uff08\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u3001\u696d\u7a2e\u5225\u3001\u5730\u57df\u5225 - 2028\u5e74\u307e\u3067\u306e\u4e16\u754c\u4e88\u6e2c<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.marketreport.jp\/insight\/nlp-in-finance-market-mam\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\uff1a\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u5225\uff08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30b5\u30fc\u30d3\u30b9\uff09\u3001\u7528\u9014\u5225\uff08\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u51fa\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09\u3001\u6280\u8853\u5225\uff08\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u3001\u696d\u7a2e\u5225\u3001\u5730\u57df\u5225 - 2028\u5e74\u307e\u3067\u306e\u4e16\u754c\u4e88\u6e2c\" \/>\n<meta property=\"og:description\" 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\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u306e\u5e02\u5834\u30b7\u30a7\u30a2\u306f\u5317\u7c73\u304c\u6700\u5927\u3068\u4e88\u60f3\u3055\u308c\u308b\u3002\u3053\u306e\u5730\u57df\u306b\u306f\u591a\u304f\u306e\u6280\u8853\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u3001\u4eba\u7684\u8cc7\u672c\u3001\u5f37\u529b\u306a\u30a4\u30f3\u30d5\u30e9\u304c\u3042\u308b\u3002\u3055\u3089\u306b\u3001\u540c\u5730\u57df\u306b\u304a\u3051\u308b\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u306e\u5897\u52a0\u3068\u7814\u7a76\u958b\u767a\u90e8\u9580\u306e\u767a\u5c55\u304c\u5e02\u5834\u306e\u6210\u9577\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u308b\u3002\u5317\u7c73\u306e\u91d1\u878d\u696d\u754c\u3067\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u4e0d\u6b63\u691c\u77e5\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u3067NLP\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002NLP\u6280\u8853\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306a\u3069\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u306e\u306b\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u308b\u3002 \u4e3b\u8981\u5e02\u5834\u30d7\u30ec\u30a4\u30e4\u30fc \u91d1\u878d\u5411\u3051NLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u30fb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u3001\u88fd\u54c1\u6295\u5165\u3001\u88fd\u54c1\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001\u63d0\u643a\u3001\u5951\u7d04\u3001\u4e8b\u696d\u62e1\u5927\u3001M&A\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6709\u6a5f\u7684\u30fb\u7121\u6a5f\u7684\u6210\u9577\u6226\u7565\u3092\u5b9f\u65bd\u3057\u3001\u63d0\u4f9b\u30b5\u30fc\u30d3\u30b9\u306e\u5f37\u5316\u3092\u56f3\u3063\u3066\u3044\u308b\u3002\u91d1\u878d\u5206\u91ce\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u306e\u4e3b\u8981\u4f01\u696d\u306b\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\uff08\u7c73\u56fd\uff09\u3001IBM\uff08\u7c73\u56fd\uff09\u3001\u30b0\u30fc\u30b0\u30eb\uff08\u7c73\u56fd\uff09\u3001AWS\uff08\u7c73\u56fd\uff09\u3001\u30aa\u30e9\u30af\u30eb\uff08\u7c73\u56fd\uff09\u3001SAS Institute\uff08\u7c73\u56fd\uff09\u3001Qualtrics\uff08\u7c73\u56fd\uff09\u3001\u767e\u5ea6\uff08\u4e2d\u56fd\uff09\u3001Inbenta\uff08\u7c73\u56fd\uff09\u3001Basis Technology\uff08\u7c73\u56fd\uff09\u3001Nuance Communications\uff08\u7c73\u56fd\uff09\u3001Expert.ai\uff08\u30a4\u30bf\u30ea\u30a2\uff09\u306a\u3069\u304c\u3042\u308b\u3002 \u3053\u306e\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u306f\u3001\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3092\u63d0\u4f9b\u3001\u6280\u8853\u3001\u7528\u9014\u3001\u696d\u7a2e\u3001\u5730\u57df\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002 \u63d0\u4f9b\u3059\u308b\uff1a \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u6b63\u898f\u8868\u73fe (Regex) \u6709\u9650\u72b6\u614b\u30de\u30b7\u30f3(FSM) \u540d\u524d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER) \u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051 \u7d71\u8a08\u7684\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30 \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM) \u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u6f5c\u5728\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066 (LDA) \u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb(HMM) \u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u5834(CRF) \u30b5\u30fc\u30d3\u30b9 \u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306e\u7d71\u5408\u3068\u5b9f\u88c5 \u30b5\u30dd\u30fc\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9 \u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30b5\u30fc\u30d3\u30b9 \u6280\u8853\u306b\u3088\u3063\u3066\uff1a \u6a5f\u68b0\u5b66\u7fd2 \u6559\u5e2b\u3042\u308a\u5b66\u7fd2 \u6559\u5e2b\u306a\u3057\u5b66\u7fd2 \u5f37\u5316\u5b66\u7fd2 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09 \u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09 \u5909\u5727\u5668\u30e2\u30c7\u30eb\uff08BERT\u3001GPT-3\u306a\u3069\uff09 \u81ea\u7136\u8a00\u8a9e\u751f\u6210 \u81ea\u52d5\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210 \u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u8ca1\u52d9\u6587\u66f8\u4f5c\u6210 \u30c6\u30ad\u30b9\u30c8\u5206\u985e \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u985e \u610f\u56f3\u5206\u985e \u30c8\u30d4\u30c3\u30af\u306e\u30e2\u30c7\u30ea\u30f3\u30b0 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\u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u8105\u5a01\u691c\u77e5 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u76e3\u8996 \u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 KYC\/AML\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u6cd5\u7684\u304a\u3088\u3073\u30dd\u30ea\u30b7\u30fc\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u76e3\u67fb\u8a3c\u8de1\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u53d6\u5f15\u76e3\u8996 \u6295\u8cc7\u5206\u6790 \u8cc7\u7523\u914d\u5206\u3068\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6700\u9069\u5316 \u682a\u5f0f\u8abf\u67fb\u3068\u5206\u6790 \u5b9a\u91cf\u5206\u6790\u3068\u30e2\u30c7\u30ea\u30f3\u30b0 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Institute\uff08\u7c73\u56fd\uff09\u3001Qualtrics\uff08\u7c73\u56fd\uff09\u3001\u767e\u5ea6\uff08\u4e2d\u56fd\uff09\u3001Inbenta\uff08\u7c73\u56fd\uff09\u3001Basis Technology\uff08\u7c73\u56fd\uff09\u3001Nuance Communications\uff08\u7c73\u56fd\uff09\u3001Expert.ai\uff08\u30a4\u30bf\u30ea\u30a2\uff09\u306a\u3069\u304c\u3042\u308b\u3002 \u3053\u306e\u8abf\u67fb\u30ec\u30dd\u30fc\u30c8\u306f\u3001\u91d1\u878d\u306b\u304a\u3051\u308bNLP\u5e02\u5834\u3092\u63d0\u4f9b\u3001\u6280\u8853\u3001\u7528\u9014\u3001\u696d\u7a2e\u3001\u5730\u57df\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002 \u63d0\u4f9b\u3059\u308b\uff1a \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u6b63\u898f\u8868\u73fe (Regex) \u6709\u9650\u72b6\u614b\u30de\u30b7\u30f3(FSM) \u540d\u524d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER) \u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051 \u7d71\u8a08\u7684\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30 \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM) \u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9NLP\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u6f5c\u5728\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066 (LDA) \u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb(HMM) \u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u5834(CRF) \u30b5\u30fc\u30d3\u30b9 \u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30fb\u30b5\u30fc\u30d3\u30b9 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306e\u7d71\u5408\u3068\u5b9f\u88c5 \u30b5\u30dd\u30fc\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9 \u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30b5\u30fc\u30d3\u30b9 \u6280\u8853\u306b\u3088\u3063\u3066\uff1a \u6a5f\u68b0\u5b66\u7fd2 \u6559\u5e2b\u3042\u308a\u5b66\u7fd2 \u6559\u5e2b\u306a\u3057\u5b66\u7fd2 \u5f37\u5316\u5b66\u7fd2 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09 \u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09 \u5909\u5727\u5668\u30e2\u30c7\u30eb\uff08BERT\u3001GPT-3\u306a\u3069\uff09 \u81ea\u7136\u8a00\u8a9e\u751f\u6210 \u81ea\u52d5\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210 \u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u8ca1\u52d9\u6587\u66f8\u4f5c\u6210 \u30c6\u30ad\u30b9\u30c8\u5206\u985e \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u985e \u610f\u56f3\u5206\u985e \u30c8\u30d4\u30c3\u30af\u306e\u30e2\u30c7\u30ea\u30f3\u30b0 \u30c8\u30d4\u30c3\u30af\u306e\u8b58\u5225 \u30c8\u30d4\u30c3\u30af\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 \u30c8\u30d4\u30c3\u30af\u306e\u53ef\u8996\u5316 \u611f\u60c5\u691c\u51fa \u611f\u60c5\u8a8d\u8b58 \u611f\u60c5\u306e\u5206\u985e \u305d\u306e\u4ed6\u306e\u6280\u8853\uff08\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u3001\u30a4\u30d9\u30f3\u30c8\u62bd\u51fa\uff09 \u7533\u8acb\u306b\u3088\u308a\uff1a \u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790 \u30d6\u30e9\u30f3\u30c9\u8a55\u5224\u7ba1\u7406 \u5e02\u5834\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790 \u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790 \u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u5206\u6790 \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u77e5 \u4fe1\u7528\u30ea\u30b9\u30af\u8a55\u4fa1 \u4e0d\u6b63\u884c\u70ba\u306e\u691c\u51fa\u3068\u9632\u6b62 \u30de\u30cd\u30fc\u30ed\u30f3\u30c0\u30ea\u30f3\u30b0\u9632\u6b62\uff08AML\uff09 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u8105\u5a01\u691c\u77e5 \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u76e3\u8996 \u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 KYC\/AML\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u6cd5\u7684\u304a\u3088\u3073\u30dd\u30ea\u30b7\u30fc\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u76e3\u67fb\u8a3c\u8de1\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0 \u53d6\u5f15\u76e3\u8996 \u6295\u8cc7\u5206\u6790 \u8cc7\u7523\u914d\u5206\u3068\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6700\u9069\u5316 \u682a\u5f0f\u8abf\u67fb\u3068\u5206\u6790 \u5b9a\u91cf\u5206\u6790\u3068\u30e2\u30c7\u30ea\u30f3\u30b0 \u6295\u8cc7\u306e\u63a8\u5968\u3068\u8a08\u753b \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e88\u6e2c \u6295\u8cc7\u6a5f\u4f1a\u306e\u7279\u5b9a \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u3068\u5e02\u5834\u5206\u6790 \u91d1\u878d\u30cb\u30e5\u30fc\u30b9\u3068\u5206\u6790 \u682a\u5f0f\u5e02\u5834\u4e88\u6e2c \u30de\u30af\u30ed\u7d4c\u6e08\u5206\u6790 \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8 \u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u3068\u30b5\u30fc\u30d3\u30b9 \u82e6\u60c5\u89e3\u6c7a \u30af\u30a8\u30ea\u89e3\u6c7a\u3068\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u7ba1\u7406 \u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3 \u6587\u66f8\u30fb\u5951\u7d04\u66f8\u5206\u6790 \u5951\u7d04\u66f8\u7ba1\u7406 \u6cd5\u7684\u6587\u66f8\u5206\u6790 \u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u5206\u6790 \u30c7\u30fc\u30bf\u62bd\u51fa\u3068\u6b63\u898f\u5316 \u97f3\u58f0\u8a8d\u8b58\u3068\u6587\u5b57\u8d77\u3053\u3057 \u97f3\u58f0\u306b\u3088\u308b\u691c\u7d22\u3068\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3 \u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5909\u63db \u901a\u8a71\u9332\u97f3\u3068\u5206\u6790 \u97f3\u58f0\u30d0\u30a4\u30aa\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u8a8d\u8a3c \u97f3\u58f0\u5bfe\u5fdc\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8 \u8a00\u8a9e\u7ffb\u8a33 \u91d1\u878d\u6587\u66f8\u7ffb\u8a33 \u6295\u8cc7\u8abf\u67fb\u7ffb\u8a33 \u591a\u8a00\u8a9e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u304a\u3088\u3073\u30b5\u30dd\u30fc\u30c8 \u30af\u30ed\u30b9\u30dc\u30fc\u30c0\u30fc\u30d3\u30b8\u30cd\u30b9\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3 \u30ed\u30fc\u30ab\u30ea\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u56fd\u969b\u5316 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