{"id":10081,"date":"2019-05-14T12:31:23","date_gmt":"2019-05-14T16:31:23","guid":{"rendered":"http:\/\/www.criteo.com\/jp\/?p=10081"},"modified":"2021-01-13T13:14:25","modified_gmt":"2021-01-13T17:14:25","slug":"%e3%80%8ccriteo-ai-lab%e3%80%8d%e3%81%8c%e3%82%a2%e3%83%89%e3%83%86%e3%82%af%e6%a5%ad%e7%95%8c%e3%81%a7%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b5%e3%81%a4%e3%81%ae%e5%a4%89%e9%9d%a9%e3%80%81%e3%81%9d","status":"publish","type":"post","link":"https:\/\/www.criteo.com\/jp\/blog\/%e3%80%8ccriteo-ai-lab%e3%80%8d%e3%81%8c%e3%82%a2%e3%83%89%e3%83%86%e3%82%af%e6%a5%ad%e7%95%8c%e3%81%a7%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b5%e3%81%a4%e3%81%ae%e5%a4%89%e9%9d%a9%e3%80%81%e3%81%9d\/","title":{"rendered":"\u300cCriteo AI Lab\u300d\u304c\u30a2\u30c9\u30c6\u30af\u696d\u754c\u3067\u5b9f\u73fe\u3059\u308b5\u3064\u306e\u5909\u9769\u3001\u305d\u3057\u3066\u63a1\u7528\u60c5\u5831"},"content":{"rendered":"

 <\/p>\n

\u672a\u6765\u306e\u5e83\u544a\u306f\u3001\uff11\u5bfe\uff11\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u305d\u3053\u306b\u305f\u3069\u308a\u7740\u304f\u305f\u3081\u306b\u306f\u3001\u81ea\u793e\u306e\u5546\u54c1\u3084\u30d6\u30e9\u30f3\u30c9\u3068\u30e6\u30fc\u30b6\u3068\u306e\u95a2\u4fc2\u3092\u6839\u672c\u7684\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n

\u305d\u306e\u610f\u5473\u3067\u3001Criteo AI Lab<\/a>\u306f\u307e\u3055\u306b\u5b8c\u74a7\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u8a2d\u7acb\u3055\u308c\u307e\u3057\u305f\u3002Criteo AI Lab\u3067\u306f\u3001\u3088\u308a\u9b45\u529b\u7684\u306a\u5e83\u544a\u4f53\u9a13\u3092\u901a\u3058\u3066\u5e83\u544a\u4e3b\u304c\u9867\u5ba2\u3068\u306e\u95a2\u4fc2\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306e\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u6700\u5148\u7aef\u306eAI\u958b\u767a\u3060\u3051\u3067\u306a\u304f\u3001\u30d6\u30e9\u30f3\u30c9\u304cCriteo\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3057\u3066\u5e83\u544a\u914d\u4fe1\u306e\u65b9\u6cd5\u3092\u5909\u9769\u3059\u308b\u3053\u3068\u3082\u3001Criteo AI Lab\u306e\u30df\u30c3\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n

\u307b\u304b\u306b\u3082\u3001Criteo AI Lab\u3067\u5b9f\u73fe\u3057\u305f\u3044\u3053\u3068\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067Criteo\u3067\u306f\u3001\u79c1\u305f\u3061\u306e\u58ee\u5927\u306a\u4e8b\u696d\u306b\u53c2\u52a0\u3057\u3066\u304f\u308c\u308b\u4eba\u6750\u306e\u305f\u3081\u306b\u30dd\u30b9\u30c8<\/a>\u3092\u7528\u610f\u3057\u3001AI\u7814\u7a76\u3084\u4eca\u5f8c\u306e\u30a2\u30c9\u30c6\u30af\u696d\u754c\u306e\u767a\u5c55\u3092\u3068\u3082\u306b\u652f\u3048\u3066\u304f\u308c\u308b\u60c5\u71b1\u3042\u3075\u308c\u308b\u4eba\u6750\u3092\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u7814\u7a76\u8005\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u3042\u308b\u3044\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3001\u30a2\u30c9\u30c6\u30af\u5206\u91ce\u306e\u5909\u9769\u306b\u8208\u5473\u304c\u3042\u308b\u306a\u3089\u3001Criteo\u306f\u3042\u306a\u305f\u306b\u3068\u3063\u3066\u6700\u9ad8\u306e\u8077\u5834\u306b\u306a\u308b\u306f\u305a\u3002\u7406\u7531\u306f\u6b21\u306e\uff15\u3064\u3067\u3059\u3002<\/p>\n

1.AI<\/strong>\u696d\u754c\u306e\u767a\u5c55\u306b\u3064\u306a\u304c\u308b\u8a71\u3057\u5408\u3044\u306e\u5834<\/strong><\/h3>\n

Criteo AI Lab\u306f\u3001AI\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u767a\u5c55\u306b\u5411\u3051\u305f\u8b70\u8ad6\u306e\u6700\u524d\u7dda\u3067\u3042\u308a\u3001\u307e\u305f\u305d\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u5834\u6240\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u5b66\u4f1a\u3084\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30a6\u30a7\u30d3\u30ca\u30fc\u3001\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u306a\u3069\u3092\u901a\u3058\u3066\u3001\u7a4d\u6975\u7684\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u767a\u4fe1\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305f\u3068\u3048\u3070\u4eca\u5e74\u306e\u306f\u3058\u3081\u3001Criteo\u306fWiMLDS\uff08Women in Machine Learning & Data Science\uff09\u3068\u5171\u540c\u3067\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5206\u91ce\u3067\u6d3b\u8e8d\u3059\u308b\u5973\u6027\u3092\u5bfe\u8c61\u3068\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u30a4\u30d9\u30f3\u30c8\u3092\u958b\u50ac\u3057\u3001AI\u304c\u5e83\u544a\u306b\u3069\u3093\u306a\u5909\u9769\u3092\u3082\u305f\u3089\u3059\u304b\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u3053\u306e\u30a4\u30d9\u30f3\u30c8\u3067\u306f\u3001Criteo\u306e\u7814\u7a76\u526f\u793e\u9577\u517cCriteo AI Lab\u6240\u9577\u306eSuju Rajan\u3068\u30ea\u30b5\u30fc\u30c1\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306eFengjiao Wang\u304c\u3001\u4f55\u5341\u5104\u3082\u306e\u4e88\u6e2c\u3092\u51e6\u7406\u3057\u3001\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u30ab\u30bf\u30ed\u30b0\u5316\u3059\u308b\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u3064\u3044\u3066\u30a2\u30c9\u30d0\u30a4\u30b9\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001Criteo\u306e\u4e0a\u7d1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306eDiane Gasselin\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0\u306e\u6700\u9069\u5316\u3068\u3001\u9867\u5ba2\u3078\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u3092\u5927\u304d\u304f\u63a8\u9032\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8\u3092\u793a\u3057\u3001\u30a4\u30d9\u30f3\u30c8\u3092\u7de0\u3081\u304f\u304f\u308a\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306e\u52d5\u753b\u3067\u30a4\u30d9\u30f3\u30c8\u306e\u69d8\u5b50\u3092\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n

Criteo AI Lab\u306e\u6700\u65b0\u60c5\u5831\u306f\u3001Medium\u306eCriteo Tech Blog<\/a>\u3067\u3044\u3064\u3067\u3082\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n

\u306a\u304a\u3001Criteo AI Lab\u306f\u30a2\u30c9\u30c6\u30af\u696d\u754c\u306e\u5185\u5916\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u767a\u5c55\u3092\u63a8\u9032\u3059\u308b\u591a\u304f\u306e\u4e3b\u8981\u306a\u30a4\u30d9\u30f3\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30d9\u30f3\u30c8\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044<\/a>\u3002<\/p>\n

2.AI<\/strong>\u6d3b\u7528\u5e83\u544a\u306e\u6a19\u6e96\u3092\u78ba\u7acb<\/strong><\/h3>\n

Criteo AI Lab\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u5e83\u544a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u306b\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3068\u306f\u5225\u306b\u300c\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3092\u3088\u308a\u826f\u3044\u3082\u306e\u306b\u3059\u308b\u300d\u3068\u3044\u3046\u5927\u304d\u306a\u30df\u30c3\u30b7\u30e7\u30f3\u3082\u63b2\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u901a\u5e38\u3001\u30ea\u30b5\u30fc\u30c1\u30e9\u30dc\u306f\u5358\u72ec\u306e\u30b0\u30eb\u30fc\u30d7\u3068\u3057\u3066\u69cb\u6210\u3055\u308c\u307e\u3059\u304c\u3001Criteo AI Lab\u306e\u5834\u5408\u3001\uff12\u3064\u306e\u4e3b\u8981\u90e8\u9580\uff08Criteo\u30ea\u30b5\u30fc\u30c1\u3068Criteo\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c1\u30fc\u30e0\uff09\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001Criteo AI Lab\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u3092Criteo\u306e\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u6280\u8853\u529b\u3092\u5099\u3048\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n

Criteo AI Lab\u306f\u3001\u904e\u53bb3\u5e74\u9593\u30672300\u4e07\u30c9\u30eb\uff082000\u4e07\u30e6\u30fc\u30ed\uff09\u3082\u306e\u6295\u8cc7\u3092\u53d7\u3051\u3066\u304a\u308a\u3001AI\u958b\u767a\u3068\u30c7\u30b8\u30bf\u30eb\u5e83\u544a\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u306b\u771f\u5263\u306b\u53d6\u308a\u7d44\u3093\u3067\u304d\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u6700\u3082\u52b9\u679c\u7684\u3068\u3055\u308c\u308b\u30e2\u30c7\u30eb\u304c\u6709\u52b9\u3067\u3042\u308b\u7406\u7531\u3084\u3001\u305d\u308c\u3089\u306e\u6c4e\u7528\u5316\u306b\u5411\u3051\u305f\u6a5f\u80fd\u306e\u7814\u7a76\u3001\u307e\u305f\u305d\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u5f31\u70b9\u3092\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u3067\u3001\u4e16\u754c\u4e2d\u306e\u4eba\u3005\u306b\u3053\u3046\u3057\u305f\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3078\u306e\u7406\u89e3\u3092\u6df1\u3081\u3066\u3082\u3089\u3044\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u901a\u3058\u3066\u5e83\u544a\u306e\u95a2\u9023\u6027\u3084\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u9ad8\u3081\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u79c1\u305f\u3061\u306e\u7814\u7a76\u306f\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u3084Criteo\u306e\u304a\u5ba2\u69d8\u3001\u30d1\u30d6\u30ea\u30c3\u30b7\u30e3\u30fc\u306e\u7686\u69d8\u3001\u305d\u3057\u3066Criteo\u81ea\u8eab\u306b\u3082\u6069\u6075\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

3.\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u307f\u51fa\u3059\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u80b2\u6210<\/strong><\/h3>\n

AI\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\u306e\u6295\u8cc7\u306f\u3001\u305d\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u80b2\u6210\u3092\u610f\u5473\u3057\u307e\u3059\u3002Criteo AI Lab\u306f\u3001\u958b\u767a\u3084\u30aa\u30fc\u30d7\u30f3\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u901a\u3058\u3066\u3001\u3088\u308a\u5e45\u5e83\u3044\u8996\u70b9\u304b\u3089AI\u696d\u754c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u305f\u3068\u3048\u3070\u3001\u4e3b\u8981\u306a\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306e\u7814\u7a76\u6210\u679c\u306e\u767a\u8868\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u516c\u958b\u3001\u4e00\u822c\u5411\u3051\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u958b\u50ac\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u6a5f\u68b0\u5b66\u7fd2\u30ec\u30dd\u30b8\u30c8\u30ea\u3078\u306e\u8ca2\u732e\u3001\u516c\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b9a\u671f\u7684\u306a\u30ea\u30ea\u30fc\u30b9\u306e\u4ed6\u306b\u3082\u3001Criteo\u306f\u4e00\u822c\u5411\u3051\u306b\u4e16\u754c\u6700\u5927\u306e\u6a5f\u68b0\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u3057\u305f\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u306f1\u30c6\u30e9\u30d0\u30a4\u30c8\u3001\u30a4\u30d9\u30f3\u30c8\u306e\u884c\u6570\u306f40\u5104\u884c\u306b\u4e0a\u308b\u307b\u3069\u5927\u898f\u6a21\u306a\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n

\u6700\u8fd1\u3067\u306f\u3001\u696d\u754c\u77e5\u8b58\u306e\u666e\u53ca\u3068AI\u306e\u30a4\u30ce\u30d9\u30fc\u30bf\u30fc\u3092\u3064\u306a\u3050\u30a2\u30a6\u30c8\u30ea\u30fc\u30c1\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4e00\u74b0\u3068\u3057\u3066\u3001Crito AI Lab\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u77ed\u671f\u96c6\u4e2d\u30b3\u30fc\u30b9\u3092\u958b\u50ac\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3067\u306f\u3001\u300cHands-On Machine Learning with Scikit-Learn and TensorFlow\uff08\u90a6\u984c\uff1ascikit-learn\u3068TensorFlow\u306b\u3088\u308b\u5b9f\u8df5\u6a5f\u68b0\u5b66\u7fd2\uff09\u300d\u306e\u8457\u8005\u3067\u3042\u308bAur\u00e9lien G\u00e9ron\u6c0f\u304c\u8b1b\u5e2b\u3092\u52d9\u3081\u3001\u53c2\u52a0\u8005\u306fTensorflow\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u5c02\u9580\u7684\u306a\u30b3\u30c4\u3092\u5b66\u3073\u3001G\u00e9ron\u6c0f\u3068\u4f1a\u8a71\u3059\u308b\u6a5f\u4f1a\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306e\u52d5\u753b\u3067\u30b3\u30fc\u30b9\u306e\u69d8\u5b50\u3092\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n

4.\u6a5f\u68b0\u5b66\u7fd2\u306e\u672a\u6765\u306b\u5411\u3051\u3066<\/strong><\/h3>\n

Criteo\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u306a\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3092\u63a8\u9032\u3059\u308b\u305f\u3081\u306b\u8a2d\u7acb\u3055\u308c\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u30aa\u30fc\u30d7\u30f3\u306a\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u304c\u3059\u3079\u3066\u306e\u4eba\u3005\u306b\u6a5f\u4f1a\u3068\u9078\u629e\u80a2\u3001\u81ea\u7531\u3092\u4e0e\u3048\u3089\u308c\u308b\u3068\u4fe1\u3058\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u5fe0\u5b9f\u3067\u3042\u308a\u7d9a\u3051\u308b\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306f\u5e83\u544a\u306e\u5206\u91ce\u3067\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u306e\u9650\u754c\u3092\u8a66\u305d\u3046\u3068\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n

Criteo AI Lab\u304b\u3089\u767a\u8868\u3055\u308c\u308b\u6570\u591a\u304f\u306e\u7814\u7a76\u51fa\u7248\u7269 <\/a>\u306f\u3001\u79c1\u305f\u3061\u306e\u7814\u7a76\u8005\u306e\u5fc3\u306e\u7a93\u3001\u3064\u307e\u308a\u30de\u30a4\u30f3\u30c9\u3092\u53cd\u6620\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u307e\u305f\u3001Criteo\u306e\u30ea\u30b5\u30fc\u30c1\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u5bfe\u3057\u3066\u306f\u3001\u56fd\u969b\u7684\u306a\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306e\u7814\u7a76\u6210\u679c\u306e\u767a\u8868\u3092\u306f\u3058\u3081\u3001\u5b66\u8853\u5206\u91ce\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u9023\u643a\u3001\u7279\u8a31\u306e\u51fa\u9858\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30ea\u30ea\u30fc\u30b9\u306a\u3069\u3092\u5968\u52b1\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u4f55\u3088\u308a\u6700\u3082\u91cd\u8981\u306a\u3053\u3068\u3068\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u672a\u6765\u306b\u5411\u3051\u3066\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u62c5\u3046\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5f7c\u3089\u306e\u7814\u7a76\u306f\u5927\u304d\u306a\u5f71\u97ff\u529b\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u305f\u3068\u3048\u3070Criteo AI Lab\u306eStephen Bonner\u3068Flavian Vasile\u306b\u3088\u308b\u8ad6\u6587\u300cCausal Embeddings for Recommendation\uff08\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u56e0\u679c\u95a2\u4fc2\uff09<\/a>\u306f\u3001RecSys 2018\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u6700\u512a\u79c0\u8ad6\u6587\u8cde\u3092\u53d7\u8cde\u3057\u307e\u3057\u305f\u3002\u5f7c\u3089\u306e\u7814\u7a76\u306b\u3088\u3063\u3066\u3001\u5e83\u544a\u4e3b\u306f\u5e83\u544a\u3092\u898b\u305f\u6d88\u8cbb\u8005\u306e\u884c\u52d5\u304c\u5b9f\u969b\u306b\u5909\u5316\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n

5.\u512a\u79c0\u306a\u4eba\u6750\u3068\u306e\u5354\u50cd<\/strong><\/h3>\n

\u512a\u308c\u305f\u5b9f\u7e3e\u3092\u4e0a\u3052\u308b\u305f\u3081\u306b\u306f\u3001\u5468\u56f2\u306b\u512a\u308c\u305f\u4eba\u6750\u304c\u3044\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002Criteo\u306e\u4eba\u6750\u306e\u56fd\u7c4d\u306f91\u306b\u3082\u4e0a\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u30ad\u30e3\u30ea\u30a2\u3084\u500b\u4eba\u7684\u306a\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3082\u5b9f\u306b\u3055\u307e\u3056\u307e\u3067\u3059\u3002Criteo\u306e\u63a1\u7528\u62c5\u5f53\u8005\u306f\u30c0\u30a4\u30d0\u30fc\u30b7\u30c6\u30a3\u3092\u5c0a\u91cd\u3057\u3066\u304a\u308a\u3001\u4e16\u754c\u5404\u56fd\u306eCriteo\u306e\u62e0\u70b9\u3067\u3088\u308a\u826f\u3044\u8077\u5834\u74b0\u5883\u306e\u6574\u5099\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

Criteo AI Lab\u306b\u65b0\u305f\u306b\u53c2\u52a0\u3059\u308b\u4eba\u6750\u306f\u3001\u3053\u306e\u5206\u91ce\u3067\u6700\u3082\u512a\u79c0\u304b\u3064\u56fd\u969b\u7684\u306a\u30c1\u30fc\u30e0\u306b\u6240\u5c5e\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u540c\u50da\u306b\u306fPatrick Gallinari<\/a>\u3084\u3001\u91d1\u878d\u696d\u754c\u306715\u5e74\u306e\u30ad\u30e3\u30ea\u30a2\u3092\u7a4d\u3093\u3060\u5f8c\u306bCriteo\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30d7\u30ed\u30b0\u30e9\u30e0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3068\u306a\u308a\u3001Criteo AI Lab\u3067\u3082\u6700\u5927\u7d1a\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u306b\u5c0e\u3044\u305fDavid Lagardere\u306a\u3069\u304c\u3044\u307e\u3059\u3002\u3042\u308b\u3044\u306f\u3001\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u304b\u3089\u30b0\u30e9\u30d5\u7406\u8ad6\u307e\u3067\u3042\u3089\u3086\u308b\u30c8\u30d4\u30c3\u30af\u304b\u3089\u7740\u60f3\u3092\u5f97\u3066\u5b66\u3073\u7d9a\u3051\u308b\u3001Am\u00e9lie Heliou<\/a>\u3082\u5728\u7c4d\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u5973\u306f\u5fd9\u3057\u3044\u51fa\u5f35\u6642\u306b\u3082\u7814\u7a76\u3092\u304a\u308d\u305d\u304b\u306b\u305b\u305a\u3001\u71b1\u5fc3\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n

Criteo\u3067\u306f\u4eca\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u7814\u7a76\u306b\u53d6\u308a\u7d44\u3080\u512a\u308c\u305f\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u4e16\u754c\u4e2d\u304b\u3089\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u5b9f\u88c5\u3001\u516c\u958b\u3001\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7b49\u306e\u30b9\u30ad\u30eb\u3092\u304a\u6301\u3061\u306e\u65b9\u304b\u3089\u306e\u5fdc\u52df\u3092\u304a\u5f85\u3061\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u52df\u96c6\u4e2d\u306e\u6c42\u4eba\u60c5\u5831\u306f\u3001\u3053\u3061\u3089\u304b\u3089\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044<\/strong><\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

  \u672a\u6765\u306e\u5e83\u544a\u306f\u3001\uff11\u5bfe\uff11\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u305d\u3053\u306b\u305f\u3069\u308a\u7740\u304f\u305f\u3081\u306b\u306f\u3001\u81ea\u793e\u306e\u5546\u54c1\u3084\u30d6\u30e9\u30f3\u30c9 […]<\/p>\n","protected":false},"author":9,"featured_media":10096,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[495,128],"coauthors":[],"class_list":{"0":"post-10081","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-criteo-updates","8":"category-trends-insights"},"acf":{"stae_popup_enable":false,"hide_featured_image":false,"has_download":false,"has_embed":false,"podcast_audio_length":""},"yoast_head":"\n\u300cCriteo AI Lab\u300d\u304c\u30a2\u30c9\u30c6\u30af\u696d\u754c\u3067\u5b9f\u73fe\u3059\u308b5\u3064\u306e\u5909\u9769\u3001\u305d\u3057\u3066\u63a1\u7528\u60c5\u5831 | JP - Criteo.com<\/title>\n<meta name=\"description\" content=\"\u30a2\u30c9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5206\u91ce\u306e\u5909\u9769\u306b\u8208\u5473\u3092\u304a\u6301\u3061\u306e\u7814\u7a76\u8005\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u3042\u308b\u3044\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3001Criteo\u304c\u6700\u9069\u306a\u8077\u5834\u3068\u306a\u308b5\u3064\u306e\u7406\u7531\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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