{"id":43,"date":"2020-08-24T15:34:56","date_gmt":"2020-08-24T06:34:56","guid":{"rendered":"http:\/\/www.ai-gakkai.or.jp\/siai2020\/?page_id=43"},"modified":"2021-02-03T10:16:32","modified_gmt":"2021-02-03T01:16:32","slug":"invited-talk","status":"publish","type":"page","link":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/program\/invited-talk","title":{"rendered":"\u57fa\u8abf\u8b1b\u6f14\u30fb\u62db\u5f85\u8b1b\u6f14"},"content":{"rendered":"

\u4e00\u90e8\u306e\u8b1b\u6f14\u8cc7\u6599\u304c\u4e0b\u306e\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u3001\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3078\u306e\u53c2\u52a0\u767b\u9332\u6642\u306bPeatix\u3067\u63d0\u793a\u3055\u308c\u305f\u3082\u306e\u3068\u540c\u3058\u3067\u3059\u3002<\/p>\n

\n\n\n\n\n\n\n\n
\u8b1b\u6f14\u540d<\/th>\n\u65e5\u6642<\/th>\n\u8b1b\u5e2b<\/th>\n\u30bf\u30a4\u30c8\u30eb\u30fb\u8cc7\u6599<\/th>\n<\/tr>\n
\u57fa\u8abf\u8b1b\u6f14<\/td>\n12\u670815\u65e5(\u706b)
13:00\uff5e14:20<\/td>\n
\u5317\u91ce \u5b8f\u660e \u6c0f (Sony CSL\u6240\u9577)<\/td>\n\u300cAI in the Great Reset\u300d
\u8b1b\u6f14\u8cc7\u6599<\/a><\/td>\n<\/tr>\n
\u62db\u5f85\u8b1b\u6f141<\/td>\n12\u670815\u65e5(\u706b)
14:30\uff5e15:30<\/td>\n
Joaquin Delgado \u6c0f (Amazon Music, Head of Applied Science Search)<\/td>\n\u300cOnline Learning-to-Rank for Music Voice ER\u300d
\u8b1b\u6f14\u8cc7\u6599<\/a><\/td>\n<\/tr>\n
\u62db\u5f85\u8b1b\u6f142<\/td>\n12\u670816\u65e5(\u6c34)
13:00\uff5e14:00<\/td>\n
\u5009\u6a4b \u7bc0\u4e5f \u6c0f (\u7b51\u6ce2\u5927\u5b66 \u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u5b66\u8853\u9662\u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u7814\u7a76\u7fa4 \u6559\u6388)<\/td>\n\u300c\u5730\u57df\u7d4c\u6e08\u3068\u4e21\u7acb\u3059\u308bCOVID-19\u611f\u67d3\u4e88\u9632\u7b56\u306e\u691c\u8a0e\u300d
\u8b1b\u6f14\u8cc7\u6599<\/a><\/td>\n<\/tr>\n
\u62db\u5f85\u8b1b\u6f143
(\u30d1\u30cd\u30eb)<\/td>\n
12\u670816\u65e5(\u6c34)
11:00\uff5e12:00<\/td>\n
\u3010\u30d1\u30cd\u30e9\u30fc\u3011
\n \u30fb\u7af9\u5185 \u5eb7\u81e3 \u6c0f (\u30c8\u30e8\u30bf\u81ea\u52d5\u8eca\u682a\u5f0f\u4f1a\u793e AI\u7d71\u62ec\u5ba4\u9577)
\n \u30fb\u5ca1\u7530 \u967d\u4ecb \u6c0f (\u682a\u5f0f\u4f1a\u793eABEJA \u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577CEO)
\n \u30fb\u4e09\u53e3 \u5927\u767b \u6c0f (\u30ca\u30b4\u30e4\u30db\u30ab\u30f3\u30fb\u30d5\u30a1\u30b7\u30ea\u30c6\u30a3\u30fc\u30ba\u682a\u5f0f\u4f1a\u793e \u4ee3\u8868\u53d6\u7de0\u5f79)
\n \u30fb\u6c5f\u9f8d \u4fee \u6c0f (\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66 \u526f\u5b66\u9577\u30fb\u7523\u5b66\u5b98\u91d1\u9023\u643a\u6a5f\u69cb\u9577)
\n \u30fb\u4f0a\u85e4 \u5b5d\u884c \u6c0f (\u4eac\u90fd\u5927\u5b66 \u6559\u6388)
\n \u3010\u30d5\u30a1\u30b7\u30ea\u30c6\u30fc\u30bf\u30fc\u3011
\n \u30fb\u52a0\u85e4 \u6607\u5e73 \u6c0f (\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66 \u6559\u6388)\n <\/td>\n
\u300c\u88fd\u9020\u696d X AI\u300d\u304c\u3082\u305f\u3089\u3059\u672a\u6765\u793e\u4f1a
\n
\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3 <\/a>
\n
\u7af9\u5185\u6c0f\u8cc7\u6599<\/a>,
\n
\u5ca1\u7530\u6c0f\u8cc7\u6599<\/a>,
\n
\u4e09\u53e3\u6c0f\u8cc7\u65991<\/a>,
\n
\u4e09\u53e3\u6c0f\u8cc7\u65992<\/a>,
\n
\u4e09\u53e3\u6c0f\u8cc7\u65993<\/a>,
\n
\u4e09\u53e3\u6c0f\u52d5\u753b<\/a>,
\n
\u6c5f\u9f8d\u6c0f\u8cc7\u6599<\/a>,
\n
\u4f0a\u85e4\u6c0f\u8cc7\u6599<\/a>,
\n
\u52a0\u85e4\u6c0f\u8cc7\u6599<\/a>,
\n\t\t<\/tr>\n<\/tbody>\n<\/table>\n

\u25a0 \u57fa\u8abf\u8b1b\u6f14 [12\u670815\u65e5(\u706b) 14:00\uff5e15:30]
\u300cAI in the Great Reset\u300d<\/h2>\n
\n
\n\t\t\"\u5317\u91ce\n\t<\/div>\n
\n

\u5317\u91ce \u5b8f\u660e \u6c0f (Sony CSL\u6240\u9577)<\/h3>\n

\u3010\u6982\u8981\u3011Our world is on the turning point. Pandemic by COVID-19 is only a symbolic example. Global environment issues are still posing major threat for sustainability of our civilization. A serious transformation of our life style and industrial structure is mandatory.This talk discuss how AI and related technologies can contribute or even lead the transformation.<\/p>\n

\u3010\u7565\u6b74\u3011\u5317\u91ce\u5b8f\u660e \u535a\u58eb(\u5de5\u5b66)\u3002\u682a\u5f0f\u4f1a\u793e\u30bd\u30cb\u30fc\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u7814\u7a76\u6240\u3000\u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577\u3002\u30bd\u30cb\u30fc\u682a\u5f0f\u4f1a\u793e \u5e38\u52d9\u3002\u682a\u5f0f\u4f1a\u793eSony AI\u3000CEO\u3002\u7279\u5b9a\u975e\u55b6\u5229\u6d3b\u52d5\u6cd5\u4eba\u30b7\u30b9\u30c6\u30e0\u30fb\u30d0\u30a4\u30aa\u30ed\u30b8\u30fc\u7814\u7a76\u6a5f\u69cb\u3000\u4f1a\u9577\u3002\u5b66\u6821\u6cd5\u4eba\u6c96\u7e04\u79d1\u5b66\u6280\u8853\u5927\u5b66\u9662\u5927\u5b66\u3000\u6559\u6388\u3002\u30ed\u30dc\u30ab\u30c3\u30d7\u56fd\u969b\u59d4\u54e1\u4f1a\u30d5\u30a1\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30fb\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u3002\u56fd\u969b\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a(IJCAI)\u4f1a\u9577(2009-2011)\u3002The World Economic Forum(\u4e16\u754c\u7d4c\u6e08\u30d5\u30a9\u30fc\u30e9\u30e0)AI & Robotics Council\u59d4\u54e1(2016-2018)\u3001Quantum Computing Council\u59d4\u54e1(2019-2020)\u3002The Computers and Thought Award (1993)\u3001 Prix Ars Electronica (2000)\u3001\u65e5\u672c\u6587\u5316\u30c7\u30b6\u30a4\u30f3\u8cde(\u65e5\u672c\u6587\u5316\u30c7\u30b6\u30a4\u30f3\u30d5\u30a9\u30fc\u30e9\u30e0)(2001)\u3001\u30cd\u30a4\u30c1\u30e3\u30fc\u30e1\u30f3\u30bf\u30fc\u8cde\u4e2d\u5805\u30ad\u30e3\u30ea\u30a2\u8cde(2009)\u53d7\u8cde\u3002\u30d9\u30cd\u30c4\u30a3\u30a2\u30fb\u5efa\u7bc9\u30d3\u30a8\u30f3\u30ca\u30fc\u30ec\u3001\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u8fd1\u4ee3\u7f8e\u8853\u9928(MoMA)\u7b49\u3067\u62db\u5f85\u5c55\u793a\u884c\u3046\u3002\n\t\t<\/p>\n<\/p><\/div>\n<\/div>\n

\u25a0 \u62db\u5f85\u8b1b\u6f141 [12\u670815\u65e5(\u706b) 12:50\uff5e13:50]
\u300cOnline Learning-to-Rank for Music Voice ER\u300d<\/h2>\n
\n
\n\t\t\"Joaquin\n\t<\/div>\n
\n

Joaquin Delgado \u6c0f(Amazon Music, Head of Applied Science Search)<\/h3>\n

\u3010\u6982\u8981\u3011In this presentation I will describe the integration with Bist – a Multi-Arm Bandit (MAB) service, to solve the learning-to-rank (LTR) problem in Music Search Entity Resolution (ER) for song voice requests in Amazon Music. Our contributions are three-fold: (i) we highlight the practical advantages of using contextual MABs for LTR in a real deployed system, such as increase in experimental velocity and time-to-market, compared to previous solutions, (ii) we highlight the improvements we make in the customer experience of Amazon Music listeners by surfacing the right song(s) for a voice request, and (iii) we highlight some experiments and challenges we faced in developing a winning model using a hosted service which practitioners should be aware of if they decide to use a MAB service for their own LTR problems.<\/p>\n

\u3010\u7565\u6b74\u3011Joaquin A. Delgado is currently serving as Sr. Software Development Manager at Amazon, leading Amazon Music’s Search Relevance team. Previously he held Director positions at Groupon, Verizon and Intel and was the CTO of AdBrite and Co-founder\/CTO of LendingClub. He also worked at Yahoo! and Oracle. His expertise lies in distributed systems, advertising technology, machine learning, recommender systems, and information retrieval. He holds a Ph.D. in Computer Science and Artificial Intelligence from Nagoya Institute of Technology, Japan and a Computer Engineering degree from Universidad Simon Bolivar, Venezuela.<\/p>\n<\/p><\/div>\n<\/div>\n

\u25a0 \u62db\u5f85\u8b1b\u6f142 [12\u670816\u65e5(\u6c34) 13:00\uff5e14:00]
\u300c\u5730\u57df\u7d4c\u6e08\u3068\u4e21\u7acb\u3059\u308bCOVID-19\u611f\u67d3\u4e88\u9632\u7b56\u306e\u691c\u8a0e\u300d<\/h2>\n
\n
\n\t\t\"\u5009\u6a4b\n\t<\/div>\n
\n

\u5009\u6a4b \u7bc0\u4e5f \u6c0f (\u7b51\u6ce2\u5927\u5b66 \u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u5b66\u8853\u9662\u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u7814\u7a76\u7fa4 \u6559\u6388)<\/h3>\n

\u3010\u6982\u8981\u3011\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a4\u30eb\u30b9\u611f\u67d3\u75c7\u306e\u4e88\u9632\u306f\uff0c\u5358\u72ec\u306e\u4e88\u9632\u7b56\u3067\u306f\u52b9\u679c\u304c\u306a\u304f\uff0c\u751f\u6d3b\u5168\u822c\u306b\u308f\u305f\u308b\u7dcf\u5408\u7684\u306a\u4e88\u9632\u7b56\u304c\u6b20\u304b\u305b\u306a\u3044\uff0e\u3057\u304b\u3057\uff0cSNS\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306a\u3069\u3067\u3082\uff0c\u9577\u671f\u9593\u306b\u304a\u3088\u3076\u611f\u67d3\u306e\u6016\u308c\u3078\u306e\u7dca\u5f35\u611f\u304b\u3089\uff0c\u3069\u3046\u3057\u3066\u3082\u6c17\u306e\u7de9\u307f\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u5224\u660e\u3057\u3066\u3044\u308b\uff0e\u307e\u305f\uff0c\u89b3\u5149\u5730\u3067\u306f\u7d99\u7d9a\u7684\u306b\u611f\u67d3\u8005\u304c\u6d41\u5165\u3057\u3066\u304f\u308b\u30ea\u30b9\u30af\u304c\u9ad8\u3044\uff0e\u4e00\u4eba\u3072\u3068\u308a\u306e\u611f\u67d3\u4e88\u9632\u7b56\u306b\u52a0\u3048\u3066\uff0c\u611f\u67d3\u8005\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u306e\u611f\u67d3\u6291\u5236\u7b56\u3068\u3057\u3066\u306e\uff0c\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u8077\u5834\u3084\u5730\u57df\u3078\u306e\u4e88\u9632\u7684\u306aPCR\u691c\u67fb\u3084\uff0c\u63a5\u89e6\u78ba\u8a8d\u30a2\u30d7\u30ea\u306a\u3069\u306e\u5229\u7528\u306b\u3088\u308b\u7a4d\u6975\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u30e9\u30f3\u30b9\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\uff0c\u500b\u4f53\u30d9\u30fc\u30b9\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u660e\u3089\u304b\u3068\u306a\u3063\u305f\uff0e<\/p>\n

\u3010\u7565\u6b74\u3011\u8a08\u6e2c\u30fb\u5236\u5fa1\u30b7\u30b9\u30c6\u30e0\u95a2\u9023\u306e\u6c11\u9593\u4f01\u696d\u306b\u52e4\u52d9\u3057\u306a\u304c\u3089\u5927\u5b66\u30fb\u5927\u5b66\u9662\u3067\u5b66\u3073\uff0c2002\u5e74\u7b51\u6ce2\u5927\u5b66\u3067\u535a\u58eb\uff08\u30b7\u30b9\u30c6\u30e0\u30ba\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\uff09\u3092\u53d6\u5f97\u5f8c\uff0c2006\u5e74\u6559\u54e1\u3078\u8ee2\u8077\uff0eUniversity of Groningen (The Netherlands) \u5ba2\u54e1\u7814\u7a76\u54e1\uff0cUniversity of Surrey (UK) \u5ba2\u54e1\u7814\u7a76\u54e1\uff0c\u79d1\u5b66\u6280\u8853\u632f\u8208\u6a5f\u69cb\u7814\u7a76\u958b\u767a\u6226\u7565\u30bb\u30f3\u30bf\u30fc\u7279\u4efb\u30d5\u30a7\u30ed\u30fc\u306a\u3069\u3092\u7d4c\u9a13\u3057\uff0c\u73fe\u5728\u7b51\u6ce2\u5927\u5b66\u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u7814\u7a76\u7fa4\u6559\u6388\uff0c\u6240\u5c5e\u5b66\u4f1a\u306f\uff0c\u8a08\u6e2c\u81ea\u52d5\u5236\u5fa1\u5b66\u4f1a\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\uff0c\u7d4c\u55b6\u60c5\u5831\u5b66\u4f1a\uff0cIEEE\uff0cESSA\u306a\u3069\uff0e\u4e3b\u306a\u7814\u7a76\u306f\uff0c\u793e\u4f1a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff08\u611f\u67d3\u75c7\uff0c\u90fd\u5e02\u30e2\u30c7\u30eb\uff0c\u77e5\u8b58\u4f1d\u9054\u7b49\uff09\uff0c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d4c\u55b6\u5b66\uff08\u4eba\u5de5\u5e02\u5834\uff0c\u4eba\u5de5\u7d44\u7e54\uff0c\u30d3\u30b8\u30cd\u30b9\u30b2\u30fc\u30e0\u7b49\uff09\uff0c\u7d4c\u55b6\u77e5\u80fd\u60c5\u5831\u5b66\uff08\u77e5\u8b58\u767a\u898b\uff0c\u7d4c\u55b6\u5206\u6790\uff0c\u9032\u5316\u7684\u6700\u9069\u5316\uff0c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b66\u7fd2\u7b49\uff09\u306a\u3069\uff0e\n\t\t<\/p>\n<\/p><\/div>\n<\/div>\n

\u25a0 \u62db\u5f85\u8b1b\u6f143 (\u30d1\u30cd\u30eb) [12\u670816\u65e5(\u6c34) 11:00\uff5e12:00]
\u300c\u88fd\u9020\u696d X AI\u300d\u304c\u3082\u305f\u3089\u3059\u672a\u6765\u793e\u4f1a\u300d<\/h2>\n
\n
\n

\u7af9\u5185 \u5eb7\u81e3 \u6c0f (\u30c8\u30e8\u30bf\u81ea\u52d5\u8eca\u682a\u5f0f\u4f1a\u793e AI\u7d71\u62ec\u5ba4\u9577)<\/h3>\n

\t\t\"\u7af9\u5185<\/p>\n

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\n

\u5ca1\u7530 \u967d\u4ecb \u6c0f (\u682a\u5f0f\u4f1a\u793eABEJA \u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577CEO)<\/h3>\n

\t\t\"\u5ca1\u7530<\/p>\n

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\n

\u4e09\u53e3 \u5927\u767b \u6c0f (\u30ca\u30b4\u30e4\u30db\u30ab\u30f3\u30fb\u30d5\u30a1\u30b7\u30ea\u30c6\u30a3\u30fc\u30ba\u682a\u5f0f\u4f1a\u793e \u4ee3\u8868\u53d6\u7de0\u5f79)<\/h3>\n

\t\t\"\u4e09\u53e3<\/p>\n

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\u3010\u6280\u8853\u3011<\/p>\n

    \n
  • \u5efa\u7bc9\u8a2d\u5099\uff0f\u7523\u696d\u7528\u6a5f\u68b0\u88c5\u7f6e\u3000\u8a2d\u8a08\uff0f\u5de5\u4e8b\u65bd\u5de5\u7ba1\u7406<\/li>\n
  • \u8a2d\u5099\u4fdd\u5b88\u30ab\u30a4\u30bc\u30f3\u63d0\u6848<\/li>\n
  • IT\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u65bd\u5de5<\/li>\n
  • \u97f3\uff0f\u632f\u52d5\uff0f\u753b\u50cf\uff0f\u904b\u8ee2\u30c7\u30fc\u30bf\u306b\u3088\u308b\u8a2d\u5099\u306e\u4e88\u77e5\u4fdd\u5168<\/li>\n<\/ul>\n

    \u3010\u4f1a\u793e\u6982\u8981\u3011<\/p>\n

      \n
    • \u7a7a\u8abf\u8a2d\u5099\u3001\u30d7\u30e9\u30f3\u30c8\u8a2d\u5099\u4fdd\u5b88\u7ba1\u7406\u3001\u8a2d\u8a08\u65bd\u5de5\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/li>\n
    • \u7dad\u6301\u7ba1\u7406\u30b3\u30b9\u30c8\u524a\u6e1b\u63d0\u6848<\/li>\n
    • IT,AI\u3092\u7528\u3044\u305f\u4fdd\u5168\u30b7\u30b9\u30c6\u30e0\u63d0\u6848<\/li>\n
    • \u95a2\u9023\u4f1a\u793e\uff1a\u6709\u9650\u4f1a\u793eTEDIX\uff08\u30b3\u30f3\u30b5\u30eb\uff09\uff0c\u682a\u5f0f\u4f1a\u793eJAVIS \uff08AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\uff09<\/li>\n<\/ul>\n<\/p><\/div>\n
      \n

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      \t\t\"\u6c5f\u9f8d<\/p>\n

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      \n

      \u4f0a\u85e4 \u5b5d\u884c \u6c0f (\u4eac\u90fd\u5927\u5b66 \u6559\u6388)<\/h3>\n

      \t\t\"\u4f0a\u85e4<\/p>\n

      \u3010\u7565\u6b74\u3011\u4eac\u90fd\u5927\u5b66\u5927\u5b66\u9662\u60c5\u5831\u5b66\u7814\u7a76\u79d1\u6559\u6388\uff0e\u5e73\u621012\u5e74\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662\u5de5\u5b66\u7814\u7a76\u79d1\u535a\u58eb\u5f8c\u671f\u8ab2\u7a0b\u4fee\u4e86\uff0e\u535a\u58eb(\u5de5\u5b66)\uff0e\u5e73\u621011\u5e74\u65e5\u672c\u5b66\u8853\u632f\u8208\u4f1a\u7279\u5225\u7814\u7a76\u54e1\uff0e\u5e73\u621012\u5e74USC\/ISI\u5ba2\u54e1\u7814\u7a76\u54e1\uff0e\u5e73\u621013\u5e74\u5317\u9678\u5148\u7aef\u79d1\u5b66\u6280\u8853\u5927\u5b66\u9662\u5927\u5b66\u77e5\u8b58\u79d1\u5b66\u6559\u80b2\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u52a9\u6559\u6388\uff0e\u5e73\u621015\u5e74\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662\u60c5\u5831\u5de5\u5b66\u5c02\u653b\u52a9\u6559\u6388\uff0e\u5e73\u621017\u5e74\u30cf\u30fc\u30d0\u30fc\u30c9\u5927\u5b66\u53ca\u3073MIT\u5ba2\u54e1\u7814\u7a76\u54e1\uff0e\u5e73\u621018\u5e74\u3088\u308a\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662\u7523\u696d\u6226\u7565\u5de5\u5b66\u5c02\u653b\u51c6\u6559\u6388\uff0e\u5e73\u621020\u5e74MIT\u5ba2\u54e1\u7814\u7a76\u54e1\uff0e\u5e73\u621021\u5e74JST\u3055\u304d\u304c\u3051\u5927\u6311\u6226\u578b\u7814\u7a76\u54e1\uff0e\u5e73\u621026\u5e74\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662\u7523\u696d\u6226\u7565\u5de5\u5b66\u5c02\u653b\uff0f\u60c5\u5831\u5de5\u5b66\u6559\u80b2\u985e \u6559\u6388\uff0e\u4ee4\u548c2\u5e74\u3088\u308a\u73fe\u8077\uff0e2011\u5e74\u5185\u95a3\u5e9c\u6700\u5148\u7aef\u30fb\u6b21\u4e16\u4ee3\u7814\u7a76\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4ee3\u8868\u7814\u7a76\u8005\uff0e2015\u5e74\u304a\u3088\u30732020\u5e74JST CREST\u7814\u7a76\u4ee3\u8868\u8005\uff0e2016\u5e74\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\u696d\u7e3e\u8cde\uff0e2014\u5e74ITS\u30b7\u30f3\u30dd\u30b8\u30a6\u30e02014\u6700\u512a\u79c0\u8ad6\u6587\u8cde\uff0e2014\u5e74\u65e5\u672c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u79d1\u5b66\u4f1a\u57fa\u790e\u7814\u7a76\u8cde\uff0e2014\u5e74\u65e5\u672c\u5b66\u8853\u632f\u8208\u4f1a\u8cde\u53d7\u8cde\uff0e2013\u5e74\u6587\u90e8\u79d1\u5b66\u5927\u81e3\u8868\u5f70\u79d1\u5b66\u6280\u8853\u8cde\u53d7\u8cde\uff0e2007\u5e74\u6587\u90e8\u79d1\u5b66\u5927\u81e3\u8868\u5f70\u82e5\u624b\u79d1\u5b66\u8005\u8cde\u53d7\u8cde\uff0e\u60c5\u5831\u51e6\u7406\u5b66\u4f1a\u9577\u5c3e\u771f\u8a18\u5ff5\u7279\u5225\u8cde\u53d7\u8cde\uff0e2006\u5e74AAMAS2006\u6700\u512a\u79c0\u8ad6\u6587\u8cde\u53d7\u8cde\uff0e2005\u5e74\u65e5\u672c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u79d1\u5b66\u4f1a\u8ad6\u6587\u8cde\u53d7\u8cde\uff0e\u5e73\u621016\u5e74\u5ea6IPA\u672a\u8e0f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5275\u9020\u4e8b\u696d\u30b9\u30fc\u30d1\u30fc\u30af\u30ea\u30a8\u30fc\u30bf\u8a8d\u5b9a\uff0eAAMAS2013\u30d7\u30ed\u30b0\u30e9\u30e0\u59d4\u54e1\u9577\uff0eIJCAI-PRICAI2020\u73fe\u5730\u5b9f\u884c\u59d4\u54e1\u9577\uff0e\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u56fd\u969b\u8ca1\u56e3\uff08IFAAMAS\uff09\u7406\u4e8b\uff0e\n\t\t<\/p>\n<\/p><\/div>\n

      \n

      \u52a0\u85e4 \u6607\u5e73 \u6c0f (\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66 \u6559\u6388)<\/h3>\n

      \t\t\"\u52a0\u85e4<\/p>\n

      \u3010\u7565\u6b74\u30111998\u5e74\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u5927\u5b66\u9662\u5de5\u5b66\u7814\u7a76\u79d1\u535a\u58eb\u5f8c\u671f\u8ab2\u7a0b\u4fee\u4e86\uff0e\u535a\u58eb\uff08\u5de5\u5b66\uff09\uff0e\u540c\u5e74\u56fd\u7acb\u8c4a\u7530\u5de5\u696d\u9ad8\u7b49\u5c02\u9580\u5b66\u6821\u52a9\u624b\uff0c1999\u5e74\u540c\u8b1b\u5e2b\uff0c 2002\u5e74\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66\u8b1b\u5e2b\uff0c 2003\u5e74\u540c\u52a9\u6559\u6388.\u73fe\u5728\u540c\u5927\u5927\u5b66\u9662\u60c5\u5831\u5de5\u5b66\u5c02\u653b\u6240\u5c5e\uff0c\u6559\u6388\uff0e\u56fd\u969b\u9023\u643a\u60c5\u5831\u5b66\u5c02\u653b\u9577\uff0cNITech AI\u7814\u7a76\u30bb\u30f3\u30bf\u30fc\u9577\uff0e\u77e5\u80fd\u30fb\u611f\u6027\u30ed\u30db\u3099\u30c6\u30a3\u30af\u30b9\uff0c\u77e5\u8b58\u63a8\u8ad6\u30fb \u8a08\u7b97\u77e5\u80fd\uff0c\u30d2\u30e5\u30fc\u30de\u30f3\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\uff0c\u533b\u5de5\u9023\u643a\u60c5\u5831\u51e6\u7406\u306a\u3068\u3099\u306b\u8208\u5473\u3092\u6301\u3064\uff0e2006\u5e74\u65e5\u672c\u611f\u6027\u5de5\u5b66\u4f1a\u6280\u8853\u8cde\uff0c2010\u5e74\u65e5\u672c\u77e5\u80fd\u60c5\u5831\u30d5\u30a1\u30b7\u3099\u30a3\u5b66\u4f1a\u8ad6\u6587\u8cde\uff0c2012\u5e74\u65e5\u672c\u611f\u6027\u5de5\u5b66\u4f1a\u8ad6\u6587\u8cde\uff0c 2015\u5e74\u6587\u90e8\u79d1\u5b66\u5927\u81e3\u8868\u5f70\u79d1\u5b66\u6280\u8853\u8cde\uff08\u7814\u7a76\u90e8\u9580\uff09\u7b49\u3092\u53d7\u8cde\uff0e\u65e5\u672c\u611f\u6027\u5de5\u5b66\u4f1a\u7406\u4e8b\uff0e\n\t\t<\/p>\n<\/p><\/div>\n<\/div>\n<\/div>\n

      \n

      \u300cAI in the Great Reset\u300d<\/h2>\n\n\n\n\n\n\n\n\n
      \u30bf\u30a4\u30c8\u30eb\uff1a<\/th>\n\u300cAI in the Great Reset\u300d<\/td>\n<\/tr>\n
      \u8b1b\u6f14\u540d\uff1a<\/th>\n\u57fa\u8abf\u8b1b\u6f14<\/td>\n<\/tr>\n
      \u65e5\u6642\uff1a<\/th>\n12\u670815\u65e5(\u706b)
      14:00\uff5e15:30<\/td>\n<\/tr>\n
      \u8b1b\u5e2b\uff1a<\/th>\n\u5317\u91ce \u5b8f\u660e \u6c0f (Sony CSL\u6240\u9577)
      \n\t\t\t\"\u5317\u91ce\n\t\t\t<\/td>\n<\/tr>\n
      \u6982\u8981\uff1a<\/th>\nOur world is on the turning point. Pandemic by COVID-19 is only a symbolic example. Global environment issues are still posing major threat for sustainability of our civilization. A serious transformation of our life style and industrial structure is mandatory.This talk discuss how AI and related technologies can contribute or even lead the transformation.<\/td>\n<\/tr>\n
      \u7565\u6b74\uff1a<\/th>\n\u5317\u91ce\u5b8f\u660e \u535a\u58eb(\u5de5\u5b66)\u3002\u682a\u5f0f\u4f1a\u793e\u30bd\u30cb\u30fc\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u7814\u7a76\u6240\u3000\u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577\u3002\u30bd\u30cb\u30fc\u682a\u5f0f\u4f1a\u793e \u5e38\u52d9\u3002\u682a\u5f0f\u4f1a\u793eSony AI\u3000CEO\u3002\u7279\u5b9a\u975e\u55b6\u5229\u6d3b\u52d5\u6cd5\u4eba\u30b7\u30b9\u30c6\u30e0\u30fb\u30d0\u30a4\u30aa\u30ed\u30b8\u30fc\u7814\u7a76\u6a5f\u69cb\u3000\u4f1a\u9577\u3002\u5b66\u6821\u6cd5\u4eba\u6c96\u7e04\u79d1\u5b66\u6280\u8853\u5927\u5b66\u9662\u5927\u5b66\u3000\u6559\u6388\u3002\u30ed\u30dc\u30ab\u30c3\u30d7\u56fd\u969b\u59d4\u54e1\u4f1a\u30d5\u30a1\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30fb\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u3002\u56fd\u969b\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a(IJCAI)\u4f1a\u9577(2009-2011)\u3002The World Economic Forum(\u4e16\u754c\u7d4c\u6e08\u30d5\u30a9\u30fc\u30e9\u30e0)AI & Robotics Council\u59d4\u54e1(2016-2018)\u3001Quantum Computing Council\u59d4\u54e1(2019-2020)\u3002The Computers and Thought Award (1993)\u3001 Prix Ars Electronica (2000)\u3001\u65e5\u672c\u6587\u5316\u30c7\u30b6\u30a4\u30f3\u8cde(\u65e5\u672c\u6587\u5316\u30c7\u30b6\u30a4\u30f3\u30d5\u30a9\u30fc\u30e9\u30e0)(2001)\u3001\u30cd\u30a4\u30c1\u30e3\u30fc\u30e1\u30f3\u30bf\u30fc\u8cde\u4e2d\u5805\u30ad\u30e3\u30ea\u30a2\u8cde(2009)\u53d7\u8cde\u3002\u30d9\u30cd\u30c4\u30a3\u30a2\u30fb\u5efa\u7bc9\u30d3\u30a8\u30f3\u30ca\u30fc\u30ec\u3001\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u8fd1\u4ee3\u7f8e\u8853\u9928(MoMA)\u7b49\u3067\u62db\u5f85\u5c55\u793a\u884c\u3046\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u300cOnline Learning-to-Rank for Music Voice ER\u300d<\/h2>\n\n\n\n\n\n\n\n\n
      \u30bf\u30a4\u30c8\u30eb\uff1a<\/th>\n\u300cOnline Learning-to-Rank for Music Voice ER\u300d<\/td>\n<\/tr>\n
      \u8b1b\u6f14\u540d\uff1a<\/th>\n\u62db\u5f85\u8b1b\u6f141<\/td>\n<\/tr>\n
      \u65e5\u6642\uff1a<\/th>\n12\u670815\u65e5(\u706b)
      12:50\uff5e13:50<\/td>\n<\/tr>\n
      \u8b1b\u5e2b\uff1a<\/th>\nJoaquin Delgado \u6c0f(Amazon Music, Head of Applied Science Search)
      \n\t\t\t\"Joaquin\n\t\t\t<\/td>\n<\/tr>\n
      \u6982\u8981\uff1a<\/th>\nIn this presentation I will describe the integration with Bist – a Multi-Arm Bandit (MAB) service, to solve the learning-to-rank (LTR) problem in Music Search Entity Resolution (ER) for song voice requests in Amazon Music. Our contributions are three-fold: (i) we highlight the practical advantages of using contextual MABs for LTR in a real deployed system, such as increase in experimental velocity and time-to-market, compared to previous solutions, (ii) we highlight the improvements we make in the customer experience of Amazon Music listeners by surfacing the right song(s) for a voice request, and (iii) we highlight some experiments and challenges we faced in developing a winning model using a hosted service which practitioners should be aware of if they decide to use a MAB service for their own LTR problems.<\/td>\n<\/tr>\n
      \u7565\u6b74\uff1a<\/th>\nJoaquin A. Delgado is currently serving as Sr. Software Development Manager at Amazon, leading Amazon Music’s Search Relevance team. Previously he held Director positions at Groupon, Verizon and Intel and was the CTO of AdBrite and Co-founder\/CTO of LendingClub. He also worked at Yahoo! and Oracle. His expertise lies in distributed systems, advertising technology, machine learning, recommender systems, and information retrieval. He holds a Ph.D. in Computer Science and Artificial Intelligence from Nagoya Institute of Technology, Japan and a Computer Engineering degree from Universidad Simon Bolivar, Venezuela.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u300c\u5730\u57df\u7d4c\u6e08\u3068\u4e21\u7acb\u3059\u308bCOVID-19\u611f\u67d3\u4e88\u9632\u7b56\u306e\u691c\u8a0e\u300d<\/h2>\n\n\n\n\n\n\n\n\n
      \u30bf\u30a4\u30c8\u30eb\uff1a<\/th>\n\u300c\u5730\u57df\u7d4c\u6e08\u3068\u4e21\u7acb\u3059\u308bCOVID-19\u611f\u67d3\u4e88\u9632\u7b56\u306e\u691c\u8a0e\u300d<\/td>\n<\/tr>\n
      \u8b1b\u6f14\u540d\uff1a<\/th>\n\u62db\u5f85\u8b1b\u6f142<\/td>\n<\/tr>\n
      \u65e5\u6642\uff1a<\/th>\n12\u670816\u65e5(\u6c34)
      13:00\uff5e14:00<\/td>\n<\/tr>\n
      \u8b1b\u5e2b\uff1a<\/th>\n\u5009\u6a4b \u7bc0\u4e5f \u6c0f (\u7b51\u6ce2\u5927\u5b66 \u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u5b66\u8853\u9662\u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u7814\u7a76\u7fa4 \u6559\u6388)
      \n\t\t\t\"\u5009\u6a4b\n\t\t\t<\/td>\n<\/tr>\n
      \u6982\u8981\uff1a<\/th>\n\u65b0\u578b\u30b3\u30ed\u30ca\u30a6\u30a4\u30eb\u30b9\u611f\u67d3\u75c7\u306e\u4e88\u9632\u306f\uff0c\u5358\u72ec\u306e\u4e88\u9632\u7b56\u3067\u306f\u52b9\u679c\u304c\u306a\u304f\uff0c\u751f\u6d3b\u5168\u822c\u306b\u308f\u305f\u308b\u7dcf\u5408\u7684\u306a\u4e88\u9632\u7b56\u304c\u6b20\u304b\u305b\u306a\u3044\uff0e\u3057\u304b\u3057\uff0cSNS\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306a\u3069\u3067\u3082\uff0c\u9577\u671f\u9593\u306b\u304a\u3088\u3076\u611f\u67d3\u306e\u6016\u308c\u3078\u306e\u7dca\u5f35\u611f\u304b\u3089\uff0c\u3069\u3046\u3057\u3066\u3082\u6c17\u306e\u7de9\u307f\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u5224\u660e\u3057\u3066\u3044\u308b\uff0e\u307e\u305f\uff0c\u89b3\u5149\u5730\u3067\u306f\u7d99\u7d9a\u7684\u306b\u611f\u67d3\u8005\u304c\u6d41\u5165\u3057\u3066\u304f\u308b\u30ea\u30b9\u30af\u304c\u9ad8\u3044\uff0e\u4e00\u4eba\u3072\u3068\u308a\u306e\u611f\u67d3\u4e88\u9632\u7b56\u306b\u52a0\u3048\u3066\uff0c\u611f\u67d3\u8005\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u306e\u611f\u67d3\u6291\u5236\u7b56\u3068\u3057\u3066\u306e\uff0c\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u8077\u5834\u3084\u5730\u57df\u3078\u306e\u4e88\u9632\u7684\u306aPCR\u691c\u67fb\u3084\uff0c\u63a5\u89e6\u78ba\u8a8d\u30a2\u30d7\u30ea\u306a\u3069\u306e\u5229\u7528\u306b\u3088\u308b\u7a4d\u6975\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u30e9\u30f3\u30b9\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\uff0c\u500b\u4f53\u30d9\u30fc\u30b9\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u660e\u3089\u304b\u3068\u306a\u3063\u305f\uff0e<\/td>\n<\/tr>\n
      \u7565\u6b74\uff1a<\/th>\n\u8a08\u6e2c\u30fb\u5236\u5fa1\u30b7\u30b9\u30c6\u30e0\u95a2\u9023\u306e\u6c11\u9593\u4f01\u696d\u306b\u52e4\u52d9\u3057\u306a\u304c\u3089\u5927\u5b66\u30fb\u5927\u5b66\u9662\u3067\u5b66\u3073\uff0c2002\u5e74\u7b51\u6ce2\u5927\u5b66\u3067\u535a\u58eb\uff08\u30b7\u30b9\u30c6\u30e0\u30ba\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\uff09\u3092\u53d6\u5f97\u5f8c\uff0c2006\u5e74\u6559\u54e1\u3078\u8ee2\u8077\uff0eUniversity of Groningen (The Netherlands) \u5ba2\u54e1\u7814\u7a76\u54e1\uff0cUniversity of Surrey (UK) \u5ba2\u54e1\u7814\u7a76\u54e1\uff0c\u79d1\u5b66\u6280\u8853\u632f\u8208\u6a5f\u69cb\u7814\u7a76\u958b\u767a\u6226\u7565\u30bb\u30f3\u30bf\u30fc\u7279\u4efb\u30d5\u30a7\u30ed\u30fc\u306a\u3069\u3092\u7d4c\u9a13\u3057\uff0c\u73fe\u5728\u7b51\u6ce2\u5927\u5b66\u30d3\u30b8\u30cd\u30b9\u79d1\u5b66\u7814\u7a76\u7fa4\u6559\u6388\uff0c\u6240\u5c5e\u5b66\u4f1a\u306f\uff0c\u8a08\u6e2c\u81ea\u52d5\u5236\u5fa1\u5b66\u4f1a\uff0c\u4eba\u5de5\u77e5\u80fd\u5b66\u4f1a\uff0c\u7d4c\u55b6\u60c5\u5831\u5b66\u4f1a\uff0cIEEE\uff0cESSA\u306a\u3069\uff0e\u4e3b\u306a\u7814\u7a76\u306f\uff0c\u793e\u4f1a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff08\u611f\u67d3\u75c7\uff0c\u90fd\u5e02\u30e2\u30c7\u30eb\uff0c\u77e5\u8b58\u4f1d\u9054\u7b49\uff09\uff0c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d4c\u55b6\u5b66\uff08\u4eba\u5de5\u5e02\u5834\uff0c\u4eba\u5de5\u7d44\u7e54\uff0c\u30d3\u30b8\u30cd\u30b9\u30b2\u30fc\u30e0\u7b49\uff09\uff0c\u7d4c\u55b6\u77e5\u80fd\u60c5\u5831\u5b66\uff08\u77e5\u8b58\u767a\u898b\uff0c\u7d4c\u55b6\u5206\u6790\uff0c\u9032\u5316\u7684\u6700\u9069\u5316\uff0c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b66\u7fd2\u7b49\uff09\u306a\u3069\uff0e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u300cAI\u3078\u306e\u671f\u5f85 (\u4f01\u696d\u5074)\u3001\u65b0\u6280\u8853\u3078\u306e\u5c55\u958b (\u5927\u5b66\u5074)\u300d<\/h2>\n\n\n\n\n\n\n
      \u30bf\u30a4\u30c8\u30eb\uff1a<\/th>\n\u300cAI\u3078\u306e\u671f\u5f85 (\u4f01\u696d\u5074)\u3001\u65b0\u6280\u8853\u3078\u306e\u5c55\u958b (\u5927\u5b66\u5074)\u300d<\/td>\n<\/tr>\n
      \u8b1b\u6f14\u540d\uff1a<\/th>\n\u62db\u5f85\u8b1b\u6f143 (\u30d1\u30cd\u30eb)<\/td>\n<\/tr>\n
      \u65e5\u6642\uff1a<\/th>\n12\u670816\u65e5(\u6c34)
      11:00\uff5e12:00<\/td>\n<\/tr>\n
      \u8b1b\u5e2b\uff1a<\/th>\n\u6c5f\u9f8d \u4fee \u6c0f(\u540d\u53e4\u5c4b\u5de5\u696d\u5927\u5b66 \u526f\u5b66\u9577\u3001\u7523\u5b66\u5b98\u91d1\u9023\u643a\u6a5f\u69cb\u9577)
      \n\t\t\t\"\u6c5f\u9f8d<\/p>\n

      \u7565\u6b74\uff1a<\/span>
      \n\t\t\t\u7b51\u6ce2\u5927\u5b66\u5927\u5b66\u9662 \u5de5\u5b66\u7814\u7a76\u79d1 \u535a\u58eb\u8ab2\u7a0b \u7269\u8cea\u5de5\u5b66\u5c02\u653b\u4fee\u4e86\u3001\u5de5\u5b66\u535a\u58eb\u3002
      \n\t\t\t\u5c02\u9580\u306f\u96fb\u5b50\u7269\u6027\u5de5\u5b66\u3002\u7269\u8cea\u3092\u539f\u5b50\u30ec\u30d9\u30eb\u3067\u5236\u5fa1\u3059\u308b\u72ec\u81ea\u6280\u8853\u3092\u78ba\u7acb\u3057\u3001\u5727\u5012\u7684\u306a\u534a\u5c0e\u4f53\u52a0\u5de5\u6280\u8853\u3084\u5358\u7d50\u6676\u6750\u6599\u306e\u958b\u767a\u529b\u3092\u6709\u3059\u308b\u3002\u7814\u7a76\u958b\u767a\u3060\u3051\u306b\u7559\u307e\u3089\u305a\u3001\u30b7\u30ea\u30b3\u30f3\u30fb\u30ab\u30fc\u30d0\u30a4\u30c9(SiC)\u306e\u8868\u9762\u52a0\u5de5\u6280\u8853\u3092\u99c6\u4f7f\u3057\u305f\u30d9\u30f3\u30c1\u30e3\u30fc\u300c\u682a\u5f0f\u4f1a\u793eFTL\u300d\u3092\u8a2d\u7acb\u3002\u73fe\u5728\u540c\u793eCTO\u3092\u52d9\u3081\u308b\u3002
      \n\t\t\t\u4e3b\u306a\u53d7\u8cde\u6b74\u306f\u3001\u8ca1\u56e3\u6cd5\u4eba\u6c38\u4e95\u79d1\u5b66\u6280\u8853\u8ca1\u56e3 \u7b2c20\u56de\u5b66\u8853\u8cde(\u5e73\u621014\u5e74)\u3001\u6587\u90e8\u79d1\u5b66\u5927\u81e3\u8cde(\u5e73\u621024\u5e74)\u306a\u3069\u3002\u8457\u66f8\u3068\u3057\u3066\u300c\u6b21\u4e16\u4ee3\u30d1\u30ef\u30fc\u534a\u5c0e\u4f53\u300d\u3001\u300c\u6700\u65b0CMP\u6280\u8853\u3068\u5468\u8fba\u90e8\u6750\u300d\u304c\u3042\u308b\u3002\u73fe\u5728\u3001\u6587\u90e8\u79d1\u5b66\u7701\u7814\u7a76\u958b\u767a\u57fa\u76e4\u90e8\u4f1a\u90e8\u4f1a\u59d4\u54e1\u3001NEDO\u6280\u8853\u59d4\u54e1\u3001\u611b\u77e5\u770c\u79d1\u5b66\u6280\u8853\u30fb\u77e5\u7684\u8ca1\u7523\u30a2\u30af\u30b7\u30e7\u30f3\u30d7\u30e9\u30f3\u7b56\u5b9a\u59d4\u54e1\u3001\u4e2d\u90e8\u77e5\u7684\u8ca1\u7523\u6226\u7565\u672c\u90e8 \u672c\u90e8\u54e1\u3001\u540d\u53e4\u5c4b\u5e02\u6b21\u671f\u7523\u696d\u632f\u8208\u8a08\u753b\u691c\u8a0e\u4f1a\u8b70\u59d4\u54e1\u7b49\u3092\u52d9\u3081\u308b\u3002
      \n\t\t\t\u7523\u5b66\u5b98\u9023\u643a\u3067\u306f\u3001\u5927\u624b\u5bb6\u96fb\u30e1\u30fc\u30ab\u534a\u5c0e\u4f53\u958b\u767a\u306b\u304a\u3044\u3066\u30a4\u30aa\u30f3\u6ce8\u5165\u6280\u8853\u3067LSI\u88fd\u9020\u3092\u3001\u30c7\u30a3\u30b9\u30d7\u30ec\u30fc\u958b\u767a\u4f01\u696d\u306b\u304a\u3044\u3066\u3001\u30ec\u30fc\u30b6\u30fc\u7167\u5c04\u6280\u8853\u3092\u7528\u3044\u305f\u6db2\u6676\u30d1\u30cd\u30eb\u88fd\u9020\u958b\u767a\u306b\u95a2\u4e0e\u3002\u30e8\u30fc\u30ed\u30c3\u30d1\u4f01\u696d\u306b\u304a\u3044\u3066\u306f\u5149\u30e1\u30e2\u30ea\u6280\u8853\u958b\u767a\u306b\u95a2\u4e0e\u3002\u52a0\u3048\u3066\u3001\u534a\u5c0e\u4f53\u57fa\u677f\u52a0\u5de5\u6280\u8853\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u7814\u78e8\u52a0\u5de5\u6280\u8853\u958b\u767a\u4f01\u696d\u3068\u5171\u306b\u3001\u7701\u30a8\u30cd\u30eb\u30ae\u30fc\u534a\u5c0e\u4f53\u6750\u6599\u3067\u3042\u308b\u30b7\u30ea\u30b3\u30f3\u30ab\u30fc\u30d0\u30fc\u30c9\u306e\u30c7\u30d0\u30a4\u30b9\u30ec\u30c7\u30a3\u7814\u78e8\u30d7\u30ed\u30bb\u30b9\u3092\u4e16\u754c\u306b\u5148\u99c6\u3051\u3066\u767a\u8868\u3002\u3053\u308c\u306f\u73fe\u5728\u306e\u534a\u5c0e\u4f53\u52a0\u5de5\u306e\u57fa\u672c\u6982\u5ff5\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u672c\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u682a\u5f0f\u4f1a\u793eFTL\u306b\u304a\u3051\u308b\u3001\u7d20\u6750\u7121\u6b6a\u8868\u9762\u5275\u6210\u6280\u8853\u306b\u81f3\u3063\u3066\u3044\u308b\u3002\n\t\t\t<\/p>\n

      \n\t\t\t\u7af9\u5185 \u5eb7\u81e3 \u6c0f(\u30c8\u30e8\u30bf\u81ea\u52d5\u8eca\u682a\u5f0f\u4f1a\u793e AI\u7d71\u62ec\u5ba4\u9577)
      \n\t\t\t\"\u7af9\u5185<\/p>\n

      \u7565\u6b74\uff1a<\/span>
      \n\t\t\t1996\u5e74\u5165\u793e\u5f8c\u3001\u4e3b\u306b\u3001\u8eca\u306e\u5236\u5fa1\u3084\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u3092\u591a\u6570\u7d4c\u9a13\u3057\u3001\u73fe\u5728\u306f\u3001AI\u306b\u95a2\u308f\u308b\u6280\u8853\u958b\u767a\u3068\u6226\u7565\u4f01\u753b\u3001\u30d3\u30b8\u30cd\u30b9\u5316\u3092\u62c5\u5f53\u3002
      \n\t\t\t\u30a8\u30f3\u30b8\u30f3\u9818\u57df\u306b\u304a\u3044\u3066\u306f\u3001\u30a8\u30f3\u30b8\u30f3\u306e\u57fa\u672c\u5236\u5fa1\u3001OBD(\u8a3a\u65ad)\u30b7\u30b9\u30c6\u30e0\u3001\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u5236\u5fa1\u958b\u767a\u3092\u62c5\u5f53\u3002\u3000\u305d\u306e\u5f8c\u306f\u3001\u96fb\u5b50\u9818\u57df\u306b\u304a\u3044\u3066\u3001\u521d\u4ee3\u30a2\u30a4\u30c9\u30ea\u30f3\u30b0\u30b9\u30c8\u30c3\u30d7\u30b7\u30b9\u30c6\u30e0\u3084\u3001\u30dc\u30bf\u30f3\u5f0f\u59cb\u52d5\u30b7\u30b9\u30c6\u30e0\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u30de\u30cd\u30fc\u30b8\u30e1\u30f3\u30c8\u7b49\u306e\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u3068\u3001\u30d0\u30c3\u30c6\u30ea\u30fc\u306a\u3069\u306e\u30cf\u30fc\u30c9\u8a2d\u8a08\u3092\u62c5\u5f53\u3002\u3000\u6b27\u5dde\u99d0\u5728\u6642\u306b\u306f\u3001\u30b7\u30e3\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u308f\u308b\u96fb\u5b50\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u306e\u73fe\u5730\u5316\u3092\u5b9f\u73fe\u3002\u3000\u3053\u308c\u3089\u306e\u7d4c\u9a13\u3092\u901a\u3057\u305f\u5f8c\u306f\u3001\u8eca\u4e21\u306e\u96fb\u5b50\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u8a2d\u8a08\u306b\u95a2\u308f\u308b\u3001\u96fb\u5b50\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3092\u7d4c\u9a13\u3057\u73fe\u8077\u306b\u81f3\u308b\u3002\n\t\t\t<\/p>\n

      \n\t\t\t\u5ca1\u7530 \u967d\u4ecb \u6c0f(\u682a\u5f0f\u4f1a\u793eABEJA \u4ee3\u8868\u53d6\u7de0\u5f79\u793e\u9577CEO)
      \n\t\t\t\"\u5ca1\u7530<\/p>\n

      \u7565\u6b74\uff1a<\/span>
      \n\t\t\t1988\u5e74\u751f\u307e\u308c\u3002\u611b\u77e5\u770c\u540d\u53e4\u5c4b\u5e02\u51fa\u8eab\u300210\u6b73\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u30b9\u30bf\u30fc\u30c8\u3002CG\u3092\u5c02\u653b\u3057\u3001\u6587\u90e8\u79d1\u5b66\u5927\u81e3\u8cde\u3092\u53d7\u8cde\u3002\u305d\u306e\u5f8c\u3001IT\u30d9\u30f3\u30c1\u30e3\u30fc\u4f01\u696d\u3092\u7d4c\u3066\u30012012\u5e749\u6708\u3001AI\u306e\u793e\u4f1a\u5b9f\u88c5\u3092\u624b\u639b\u3051\u308b\u682a\u5f0f\u4f1a\u793eABEJA\u3092\u8d77\u696d\u30022017\u5e74\u306b\u306f\u3001AI\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u6280\u8853\u306b\u3088\u308b\u65e5\u672c\u306e\u7523\u696d\u7af6\u4e89\u529b\u306e\u5411\u4e0a\u3092\u76ee\u6307\u3057\u3001\u4ed6\u7406\u4e8b\u3068\u3068\u3082\u306b\u8a2d\u7acb\u3057\u305f\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a\u7406\u4e8b\u3092\u52d9\u3081\u308b\u3002AI\u30fb\u30c7\u30fc\u30bf\u5951\u7d04\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u691c\u8a0e\u4f1a\u59d4\u54e1\u3002\u60c5\u5831\u901a\u4fe1\u5be9\u8b70\u4f1aIoT\u65b0\u6642\u4ee3\u306e\u672a\u6765\u3065\u304f\u308a\u691c\u8a0e\u59d4\u54e1\u4f1a\u7523\u696d\u30fb\u5730\u57df\u3065\u304f\u308aWG\u59d4\u54e1\u30022019\u5e7410\u6708\u3088\u308a\u3001\u7c73\u30b7\u30ea\u30b3\u30f3\u30d0\u30ec\u30fc\u306e\u73fe\u5730\u6cd5\u4eba ABEJA Technologies, Inc. CEO\u306b\u5c31\u4efb\u3002\n\t\t\t<\/p>\n

      \n\t\t\t\u4e09\u53e3 \u5927\u767b \u6c0f(\u30ca\u30b4\u30e4\u30db\u30ab\u30f3\u30fb\u30d5\u30a1\u30b7\u30ea\u30c6\u30a3\u30fc\u30ba\u682a\u5f0f\u4f1a\u793e)
      \n\t\t\t\"\u4e09\u53e3<\/p>\n

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      \n\t\t\t\t\u6280\u8853\uff1a<\/span><\/p>\n
        \n
      • \u5efa\u7bc9\u8a2d\u5099\uff0f\u7523\u696d\u7528\u6a5f\u68b0\u88c5\u7f6e\u3000\u8a2d\u8a08\uff0f\u5de5\u4e8b\u65bd\u5de5\u7ba1\u7406<\/li>\n
      • \u8a2d\u5099\u4fdd\u5b88\u30ab\u30a4\u30bc\u30f3\u63d0\u6848<\/li>\n
      • IT\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u65bd\u5de5<\/li>\n
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        \t\t\t\t\u4f1a\u793e\u6982\u8981\uff1a<\/span><\/p>\n

          \n
        • \u7a7a\u8abf\u8a2d\u5099\u3001\u30d7\u30e9\u30f3\u30c8\u8a2d\u5099\u4fdd\u5b88\u7ba1\u7406\u3001\u8a2d\u8a08\u65bd\u5de5\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/li>\n
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        • IT,AI\u3092\u7528\u3044\u305f\u4fdd\u5168\u30b7\u30b9\u30c6\u30e0\u63d0\u6848<\/li>\n
        • \u95a2\u9023\u4f1a\u793e\uff1a\u6709\u9650\u4f1a\u793eTEDIX\uff08\u30b3\u30f3\u30b5\u30eb\uff09\uff0c\u682a\u5f0f\u4f1a\u793eJAVIS \uff08AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\uff09<\/li>\n<\/ul><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

          \u4e00\u90e8\u306e\u8b1b\u6f14\u8cc7\u6599\u304c\u4e0b\u306e\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u3001\u30b7\u30f3\u30dd\u30b8\u30a6\u30e0\u3078\u306e\u53c2\u52a0\u767b\u9332\u6642\u306bPeatix\u3067\u63d0\u793a\u3055\u308c\u305f\u3082\u306e\u3068\u540c\u3058\u3067\u3059\u3002 \u8b1b\u6f14\u540d \u65e5\u6642 \u8b1b\u5e2b \u30bf\u30a4\u30c8\u30eb\u30fb\u8cc7\u6599 \u57fa\u8abf\u8b1b\u6f14 12\u670815\u65e5(\u706b)13:00\uff5e14: […]<\/p>\n","protected":false},"author":17,"featured_media":0,"parent":39,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/pages\/43"}],"collection":[{"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/comments?post=43"}],"version-history":[{"count":55,"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/pages\/43\/revisions"}],"predecessor-version":[{"id":649,"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/pages\/43\/revisions\/649"}],"up":[{"embeddable":true,"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/pages\/39"}],"wp:attachment":[{"href":"https:\/\/www.ai-gakkai.or.jp\/siai2020\/wp-json\/wp\/v2\/media?parent=43"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}