{"id":1005,"date":"2019-03-13T10:51:00","date_gmt":"2019-03-13T02:51:00","guid":{"rendered":"https:\/\/blog.adlinktech.com\/?p=1005"},"modified":"2022-11-04T15:46:25","modified_gmt":"2022-11-04T07:46:25","slug":"how-heterogeneous-computing-optimizes-deep-learning-workloads","status":"publish","type":"post","link":"https:\/\/blog.adlinktech.com\/jp\/2019\/03\/13\/how-heterogeneous-computing-optimizes-deep-learning-workloads\/","title":{"rendered":"\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u88fd\u9020\u696d\u52d9\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u63d0\u4f9b\u3067\u304d\u308b\u4fa1\u5024\u3092\u63a2\u6c42\u3057\u59cb\u3081\u308b\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306b\u6c17\u4ed8\u304f\u3067\u3057\u3087\u3046\u3002\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u306f\u3001\u30d0\u30fc\u30b3\u30fc\u30c9\u30ea\u30fc\u30c0\u30fc\u306b\u3088\u3063\u3066\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3084\u30ad\u30fc\u30d1\u30c3\u30c9\u306b\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u7d9a\u3051\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\u3001\u30bb\u30f3\u30b5\u30fc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u304b\u3089\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306f\u591a\u304f\u306e\u7570\u7a2e\u5f62\u5f0f\u3067\u63d0\u4f9b\u3055\u308c\u308b\u305f\u3081\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u7570\u7a2e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u6b21\u306e\u3088\u3046\u306a2\u3064\u4ee5\u4e0a\u306e\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u592e\u51e6\u7406\u88c5\u7f6e\uff08CPU\uff09<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\uff08GPU\uff09<\/li>\n\n\n\n<li>\u30d5\u30a3\u30fc\u30eb\u30c9\u30d7\u30ed\u30b0\u30e9\u30de\u30d6\u30eb\u30b2\u30fc\u30c8\u30a2\u30ec\u30a4\uff08FPGA\uff09<\/li>\n\n\n\n<li>\u7279\u5b9a\u7528\u9014\u5411\u3051\u96c6\u7a4d\u56de\u8def\uff08ASIC\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u6570\u306e\u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b7\u30f3\u30b0\u30eb\u30b3\u30a2\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u6a5f\u80fd\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001FPGA\u3068GPU\u306e\u4e21\u65b9\u3092\u4f7f\u7528\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u753b\u50cf\u3092\u3059\u3070\u3084\u304f\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u540c\u6642\u306b\u8907\u6570\u306e\u8a08\u7b97\u3092\u3059\u3070\u3084\u304f\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001FPGA\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u5185\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30b3\u30a2\u3092\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306eASIC\uff08\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d3\u30b8\u30e7\u30f3\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\uff08VPU\uff09\u3001\u30c6\u30f3\u30bd\u30eb\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\uff08TPU\uff09\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u4f4e\u6d88\u8cbb\u96fb\u529b\u3067\u7279\u6b8a\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u65b0\u3057\u3044\u6982\u5ff5\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3067\u306b\u9023\u643a\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u30ef\u30c3\u30c8\u3042\u305f\u308a\u306e\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u30921\u3064\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u9593\u9055\u3063\u305f\u30b3\u30a2\u3092\u4f7f\u7528\u3057\u305f\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b3\u30a2\u306e\u300c\u904e\u5270\u300d\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3057\u305f\u308a\u3059\u308b\u3068\u3001\u30b5\u30a4\u30ba\u3001\u91cd\u91cf\u3001\u6d88\u8cbb\u96fb\u529b\u306e\u70b9\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6700\u9069\u5316\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u3067\u304d\u308b\u3053\u3068<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u3001\u904b\u7528\u304c\u7570\u7a2e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u69cb\u7bc9\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u7570\u7a2e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u30a4\u30f3\u30c0\u30b9\u30c8\u30ea\u30fc4.0\u306e\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5358\u4e00\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u8907\u6570\u306e\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3088\u308a\u52b9\u7387\u7684\u306a\u54c1\u8cea\u7ba1\u7406\u691c\u67fb\u3001\u6e2c\u5b9a\u3001\u304a\u3088\u3073\u5f37\u5316\u3055\u308c\u305f\u30d7\u30ed\u30bb\u30b9\u5236\u5fa1\u306e\u305f\u3081\u306e\u30de\u30b7\u30f3\u30d3\u30b8\u30e7\u30f3<\/li>\n\n\n\n<li>\u5f93\u6765\u306e\u6a5f\u5668\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5411\u3051\u306e\u5149\u5b66\u5f0f\u6587\u5b57\u8a8d\u8b58\uff08OCR\uff09<\/li>\n\n\n\n<li>\u81ea\u5f8b\u79fb\u52d5\u30ed\u30dc\u30c3\u30c8\u3002\u65e5\u5e38\u696d\u52d9\u306e\u901f\u5ea6\u3092\u4e0a\u3052\u3001\u5f93\u696d\u54e1\u306e\u5b89\u5168\u306b\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3059\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30d0\u30a4\u30b9\u3068\u30b7\u30b9\u30c6\u30e0\u9593\u3067\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\uff08IoT\uff09\u74b0\u5883\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u52b9\u7387\u304c\u5411\u4e0a\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u53ef\u80fd\u306b\u3059\u308b\u6df1\u5c64\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u3002\u6700\u521d\u306b\u5b66\u7fd2\u3057\u3001\u6b21\u306b\u753b\u50cf\u3001\u97f3\u58f0\u3001\u307e\u305f\u306f\u30d3\u30c7\u30aa\u304b\u3089\u76f4\u63a5\u63a8\u6e2c\u3057\u307e\u3059\u3002\u4ed5\u4e8b\u306e\u3084\u308a\u65b9\u3092\u6559\u3048\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3067\u304d\u308b\u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u3057\u305f\u304c\u3063\u3066\u6df1\u5c64\u5b66\u7fd2\u63a8\u8ad6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u88fd\u9020\u696d\u52d9\u306e\u5229\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6700\u3082\u91cd\u8981\u306a\u5229\u70b9\u306e1\u3064\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30a2\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u30ef\u30c3\u30c8\u3042\u305f\u308a\u3001\u304a\u3088\u3073\u30c9\u30eb\u3001\u30b5\u30a4\u30ba\u3001\u91cd\u91cf\u3001\u96fb\u529b\uff08SWaP\uff09\u3042\u305f\u308a\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002\u30a8\u30c3\u30b8AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c55\u958b\u3059\u308b\u969b\u306b\u8003\u616e\u306b\u5165\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7570\u7a2e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u74b0\u5883\u3092\u3088\u308a\u7c21\u5358\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u5916\u90e8\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u7d71\u5408\u306e\u305f\u3081\u306eVortex Data Distribution Service\u3068\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u542b\u3080ADLINK\u306e\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001AI\u30b7\u30b9\u30c6\u30e0\u3092\u62e1\u5f35\u3057\u3066\u3001\u65b0\u3057\u3044\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u51fa\u73fe\u3057\u305f\u3068\u304d\u306b\u305d\u308c\u3092\u542b\u3081\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u7af6\u4e89\u529b\u306e\u65b0\u3057\u3044\u6a5f\u4f1a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ef\u30f3\u30c8\u30e9\u30c3\u30af\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\u3067\u3042\u306a\u305f\u306e\u53ef\u80fd\u6027\u3092\u5236\u9650\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u305e\u308c\u304c\u5358\u4e00\u306e\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u51e6\u7406\u30b3\u30a2\u3067\u69cb\u7bc9\u3055\u308c\u305f\u500b\u5225\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001AI\u5bfe\u5fdc\u306e\u30a4\u30f3\u30c0\u30b9\u30c8\u30ea\u30fc4.0\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304b\u3089\u306e\u64cd\u4f5c\u3092\u5236\u9650\u3057\u307e\u3059\u3002\u904b\u7528\u3092\u53ef\u8996\u5316\u3057\u3001\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u3092\u9632\u304e\u3001\u30ea\u30e2\u30fc\u30c8\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3068\u81ea\u52d5\u5316\u3067\u751f\u7523\u6027\u3092\u6700\u5927\u5316\u3057\u3001\u4f5c\u696d\u8005\u306e\u5b89\u5168\u6027\u3092\u9ad8\u3081\u308b\u53ef\u80fd\u6027\u306f\u3001\u7570\u7a2e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3068\u7af6\u5408\u3057\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a73\u7d30\u3092\u77e5\u308a\u305f\u3044\u3067\u3059\u304b\uff1f&nbsp;<br>\u306b\u3054\u53c2\u52a0\u304f\u3060\u3055\u3044&nbsp;<a href=\"https:\/\/go.adlinktech.com\/GTCeDM_GTCLadingPage.html\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA\u306e\u4eee\u60f3#GTC20\u4f1a\u8b70<\/a>&nbsp;\u767b\u9332\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9NVESEYMOUR\u3067EdgeAI\u306e\u5c02\u9580\u5bb6\u304b\u3089\u8a71\u3092\u805e\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3057\u3066\u3001\u6700\u65b0\u306e\u30d8\u30c6\u30ed\u30b8\u30cb\u30a2\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044&nbsp;<a href=\"https:\/\/www.adlinktech.com\/Products\/DownloadPublication.aspx?ID=923&amp;pdNo=923\">\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/a>!&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-coblocks-author\"><figure class=\"wp-block-coblocks-author__avatar\"><img data-recalc-dims=\"1\" decoding=\"async\" alt=\"\u8457\u8005\uff1a\u30bc\u30a4\u30f3\u30fb\u30c4\u30a1\u30a4\" class=\"wp-block-coblocks-author__avatar-img\" src=\"https:\/\/i0.wp.com\/blog.adlinktech.com\/wp-content\/uploads\/2021\/02\/Zane-Tsai-ADLINK-Technology-Director-of-Platform-Product-Center-Embedded-Platforms-Modules-.jpg?w=723&#038;ssl=1\"\/><\/figure><div class=\"wp-block-coblocks-author__content\"><span class=\"wp-block-coblocks-author__name\">\u8457\u8005\uff1a\u30bc\u30a4\u30f3\u30fb\u30c4\u30a1\u30a4<\/span><p class=\"wp-block-coblocks-author__biography\">ADLINK\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u7d44\u8fbc\u307f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304a\u3088\u3073\u30e2\u30b8\u30e5\u30fc\u30eb\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u88fd\u54c1\u30bb\u30f3\u30bf\u30fc\u306e\u30c7\u30a3\u30ec\u30af\u30bf\u30fc<\/p><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>As your manufacturing operation begins to explore the value that deep learning can offer, you\u2019ll notice that it gives you the possibility to use many different types of data. Your business won\u2019t continue to just use data collected by barcode readers or inputted on a keypad. Deep learning applications can extract value from a variety of data types including images, video, text, speech, and sensors. Because data comes in many, heterogeneous forms, deep learning applications need heterogeneous computing which uses different types of computing cores to process data. What is Heterogeneous Computing? Heterogeneous computing uses two or more types of computing cores, such as: Using multiple cores provides systems with [&hellip;]<\/p>\n","protected":false},"author":188103281,"featured_media":1009,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_stc_notifier_status":"sent","_stc_notifier_sent_time":"2022-03-29 15:20:02","_stc_notifier_request":false,"_stc_notifier_prevent":false,"_stc_subscriber_keywords":"","_stc_subscriber_search_areas":"","_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_crdt_document":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1],"tags":[],"class_list":{"0":"post-1005","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-uncategorized","9":"fallback-thumbnail"},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/blog.adlinktech.com\/wp-content\/uploads\/2021\/03\/ADLINK-Technology_heterogeneous-computing.jpg?fit=1200%2C450&ssl=1","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pc6JDC-gd","_links":{"self":[{"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/posts\/1005","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/users\/188103281"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/comments?post=1005"}],"version-history":[{"count":6,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/posts\/1005\/revisions"}],"predecessor-version":[{"id":2973,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/posts\/1005\/revisions\/2973"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/media\/1009"}],"wp:attachment":[{"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/media?parent=1005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/categories?post=1005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.adlinktech.com\/jp\/wp-json\/wp\/v2\/tags?post=1005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}