{"id":5358,"date":"2023-07-26T13:46:16","date_gmt":"2023-07-26T05:46:16","guid":{"rendered":"https:\/\/fastonetech.com\/blog\/?p=5358"},"modified":"2023-08-31T11:40:53","modified_gmt":"2023-08-31T03:40:53","slug":"2023waic","status":"publish","type":"post","link":"https:\/\/fastonetech.com\/blog\/2023waic\/","title":{"rendered":"\u901f\u77f3\u79d1\u6280\u5e94\u9080\u51fa\u5e2d2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\uff0cAI\u7814\u53d1\u5e73\u53f0\u5f15\u4eba\u77a9\u76ee"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg\" alt=\"\" class=\"wp-image-4892\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-300x86.jpg 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-768x219.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1.jpg 1051w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\uff08WAIC 2023\uff09\u4e8e\u4e0a\u6d77\u4e16\u535a\u4e2d\u5fc3\u53ca\u4e16\u535a\u5c55\u89c8\u9986\u6210\u529f\u4e3e\u529e\u3002\u5927\u4f1a\u53c2\u5c55\u4f01\u4e1a\u8d85\u8fc7400\u5bb6\uff0c\u7ebf\u4e0b\u53c2\u89c2\u4eba\u6570\u7a81\u783417.7\u4e07\u4eba\u3002<strong>\u901f\u77f3\u79d1\u6280<\/strong>\u4e5f\u5e94\u9080\u53c2\u52a0\u672c\u6b21\u5927\u4f1a\uff0c<strong>\u65d7\u4e0b\u4e00\u7ad9\u5f0fAI\u7814\u53d1\u5e73\u53f0\u53caAI\u5e94\u7528Megrez\u9996\u6b21\u4eae\u76f8<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6b21\u5927\u4f1a\u4ee5\u201c\u667a\u8054\u4e16\u754c\uff0c\u751f\u6210\u672a\u6765\u201d\u4e3a\u4e3b\u9898\uff0c\u56f4\u7ed5\u5927\u6a21\u578b\u3001\u667a\u80fd\u82af\u7247\u3001\u7c7b\u8111\u667a\u80fd\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u5143\u5b87\u5b99\u7b49\u5341\u5927\u524d\u6cbf\u65b9\u5411\uff0c\u805a\u7126\u4e8eAI\u9886\u57df\u7684\u5b66\u672f\u548c\u7814\u53d1\u70ed\u70b9\u95ee\u9898\uff0c\u7531\u5305\u62ec\u56fe\u7075\u5956\u5f97\u4e3b\u3001\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\u3001\u6d77\u5185\u5916\u9662\u58eb\u3001\u9876\u5c16\u4f01\u4e1a\u9886\u519b\u4eba\u624d\u5728\u5185\u7684\u903e1400\u4f4d\u91cd\u91cf\u7ea7\u5609\u5bbe\u5c55\u5f00\u8ba8\u8bba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"634\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349920-\u56fe1-1024x634.jpg\" alt=\"\" class=\"wp-image-5359\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349920-\u56fe1-1024x634.jpg 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349920-\u56fe1-300x186.jpg 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349920-\u56fe1-768x476.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349920-\u56fe1.jpg 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728ChatGPT\u3001Midjourney\u7b49\u4ea7\u54c1\u5f15\u7206AIGC\u70ed\u5ea6\u540e\uff0c\u56fd\u5185\u5916\u77e5\u540d\u79d1\u6280\u516c\u53f8\u4e5f\u5148\u540e\u53d1\u5e03\u4e86\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u6781\u9ad8\u7684\u5173\u6ce8\u5ea6\u5e26\u52a8\u4e86\u6574\u6761\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u94fe\u7684\u53d1\u5c55\uff0c\u4ece\u800c\u50ac\u751f\u4e86\u884c\u4e1a\u5bf9MLOps\u5e73\u53f0\u7684\u8fdb\u4e00\u6b65\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u5173\u4e8eMLOps<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u5916\u754c\u8ba4\u77e5\u4e0d\u540c\uff0c\u5728AI\u7684\u5b8c\u6574\u751f\u6001\u4f53\u7cfb\u4e2d\uff0c\u6a21\u578b\u5f00\u53d1\u5728\u5176\u4e2d\u7684\u5360\u6bd4\u5fae\u4e4e\u5176\u5fae\u3002<br>Google\u56e2\u961f\u57282015\u5e74\u7684\u8bba\u6587\u4e2d\u9996\u6b21\u63d0\u51fa\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u4e2d\u5b58\u5728\u7740\u9690\u85cf\u7684\u6280\u672f\u503a\u52a1\uff0c\u4ee3\u7801\u5f00\u53d1\u7684\u5360\u6bd4\u4ec5\u4ec5\u5982\u4e0b\u56fe\u5c0f\u9ed1\u6846\u6240\u793a\uff0c<strong>\u6574\u4e2a\u673a\u5668\u5b66\u4e60\u7684\u4f53\u7cfb\u590d\u6742\u800c\u5e9e\u5927<\/strong>\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"208\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349954-\u56fe4.jpg\" alt=\"\" class=\"wp-image-5360\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349954-\u56fe4.jpg 554w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690349954-\u56fe4-300x113.jpg 300w\" sizes=\"auto, (max-width: 554px) 100vw, 554px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\">\u6765\u6e90\uff1a<em>Hidden Technical Debt in Machine Learning Systems, NeurIPS 2015<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf8\u5982\u6570\u636e\u5904\u7406\u3001\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u3001\u7b97\u529b\u8d44\u6e90\u7ba1\u7406\u3001\u591a\u4e2a\u5f00\u53d1\u73af\u5883\u7684\u7ba1\u7406\u7b49\uff0c\u4f1a\u964d\u4f4e\u4f01\u4e1a\u7684\u7814\u53d1\u6548\u7387\u548c\u7814\u53d1\u4eba\u5458\u7684\u5de5\u4f5c\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br>\u800c\u5728\u751f\u4ea7\u90e8\u7f72\u73af\u8282\uff0c\u6839\u636eIDC\u8c03\u67e5\u663e\u793a\uff0c\u5728\u51c6\u5907\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u7684\u4f01\u4e1a\u4e2d\uff0c\u5927\u90e8\u5206\u8fd8\u505c\u7559\u5728\u5bf9\u6a21\u578b\u7684\u8bc4\u4f30\u6d4b\u8bd5\u9636\u6bb5\uff0c<strong>\u53ea\u670931%\u7684\u4f01\u4e1a\u5c06\u6a21\u578b\u6295\u5165\u4e86\u751f\u4ea7\u73af\u5883<\/strong>\uff0c\u8fd9\u5176\u4e2d\u4ec5\u4e09\u5206\u4e4b\u4e00\u7684\u4f01\u4e1a\u8ba4\u4e3aAI\u7684\u90e8\u7f72\u5bf9\u81ea\u5df1\u8d77\u5230\u4e86\u6b63\u9762\u4f5c\u7528\u3002<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u5c31\u662f\u5c06\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u3001\u5f00\u53d1\uff08Dev\uff09\u548c\u8fd0\u7ef4\uff08Ops\uff09\u4e32\u8fde\u4e3a\u4e00\u4e2a\u6574\u4f53\uff0c\u5411\u4eba\u5de5\u667a\u80fd\u9886\u57df\u63d0\u4f9b\u4e86\u7cfb\u7edf\u6027\u7684\u751f\u4ea7\u8fc7\u7a0b\u7ba1\u7406\u65b9\u6848\uff0c\u4ece\u800c\u9488\u5bf9\u6027\u5730\u89e3\u51b3\u524d\u8ff0AI\u9886\u57df\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u884c\u4e1a\u5bf9\u7cfb\u7edf\u6027\u7684\u65b9\u6cd5\u8bba\u548c\u89c4\u8303\u5316\u7684\u7ba1\u7406\u6d41\u7a0b\u6709\u7740\u5f3a\u70c8\u7684\u9700\u6c42\uff0c\u8fd9\u4e5f\u662f\u8fd1\u5e74\u6765MLOps\u4ea7\u4e1a\u5feb\u901f\u53d1\u5c55\u7684\u539f\u56e0\u6240\u5728\u3002<\/p>\n\n\n\n<p class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u901f\u77f3\u79d1\u6280MLOps\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u4e3a&nbsp;<strong>NVIDIA Inception Program&nbsp;<\/strong>\u7684\u4e00\u5458\uff0c\u901f\u77f3\u79d1\u6280\u81f4\u529b\u4e8e\u5f25\u5408\u7814\u53d1\u56e2\u961f\u4e0eAI\u57fa\u7840\u8bbe\u65bd\u95f4\u7684\u5dee\u8ddd\uff0c\u7b80\u5316AI\u6a21\u578b\u7684\u7814\u53d1\u6d41\u7a0b\uff0c\u501f\u52a9\u81ea\u8eab\u4f18\u52bf\u51cf\u5c11\u7814\u53d1\u8fc7\u7a0b\u4e2d\u6280\u672f\u548c\u6d41\u7a0b\u7684\u91cd\u590d\uff0c\u5927\u5e45\u4f18\u5316\u4f01\u4e1a\u7684\u7814\u53d1\u6548\u7387\u548c\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901f\u77f3\u79d1\u6280\u65d7\u4e0b\u7684MLOps\u5e73\u53f0\u80fd\u4e3a\u4f01\u4e1a\u63d0\u4f9b<strong>\u7aef\u5230\u7aef\u7684\u4e00\u7ad9\u5f0fAI\u7814\u53d1\u5e73\u53f0\uff0c\u5e76\u4e3aAI\/ML\u63d0\u4f9b\u5168\u751f\u547d\u5468\u671f\u7684\u4ea7\u7814\u652f\u6301\uff0c\u5b9e\u73b0AI\/ML\u6a21\u578b\u7684\u90e8\u7f72\u548c\u843d\u5730<\/strong>\uff0c\u4ece\u800c\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u81ea\u8eab\u5546\u4e1a\u4ef7\u503c\u3002<\/p>\n\n\n\n<p class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u654f\u6377\u9ad8\u6548\u7684\u4e00\u7ad9\u5f0f\u7814\u53d1\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901f\u77f3\u79d1\u6280MLOps\u5e73\u53f0\u80fd\u591f\u4e3a\u4f01\u4e1a\u63d0\u4f9b<strong>\u654f\u6377\u9ad8\u6548\u7684\u4e00\u7ad9\u5f0f\u7814\u53d1\u73af\u5883<\/strong>\uff0c\u7f29\u77ed\u6a21\u578b\u7684\u5f00\u53d1\u5468\u671f\uff0c\u8986\u76d6\u4f01\u4e1a\u4eceML\/LLM\u6a21\u578b\u7684\u6784\u5efa\u3001\u8bad\u7ec3\u5230\u6700\u7ec8\u90e8\u7f72\u7684\u5168\u90e8\u9700\u6c42\uff0c\u5e2e\u52a9\u4f01\u4e1a\u66f4\u5feb\u5730\u5c06ML\/LLM\u6a21\u578b\u63a8\u5411\u751f\u4ea7\u73af\u5883\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u4ea7\u7814\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690350102-\u56fe2-1024x576.jpg\" alt=\"\" class=\"wp-image-5361\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690350102-\u56fe2-1024x576.jpg 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690350102-\u56fe2-300x169.jpg 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690350102-\u56fe2-768x432.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/07\/1690350102-\u56fe2.jpg 1366w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u901f\u77f3\u79d1\u6280\u62e5\u6709\u904d\u5e03\u5168\u7403\u7684\u670d\u52a1\u8282\u70b9\uff0c\u80fd\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u6d77\u91cf\u7684CPU\u3001GPU\u3001TPU\u7b49\u5f02\u6784\u8d44\u6e90\uff0c\u5e76\u80fd\u63d0\u4f9b\u6570\u636e\u8fd0\u8425\uff08DataOps\uff09\u548c\u5b58\u50a8\u65b9\u6848\u7b49\u5e95\u5c42\u652f\u6301\u3002\u5e73\u53f0\u5185\u591a\u79cd\u5373\u5f00\u5373\u7528\u7684\u5de5\u5177\u3001\u53ef\u89c6\u5316\u7684\u64cd\u4f5c\u754c\u9762\u548c\u5de5\u4f5c\u6d41\u8bbe\u7f6e\uff0c\u5219\u80fd\u51cf\u5c11\u7814\u53d1\u4eba\u5458\u7684\u5b66\u4e60\u6210\u672c\uff0c<strong>\u5141\u8bb8\u4f01\u4e1a\u5feb\u901f\u5b8c\u6210\u73af\u5883\u8bbe\u7f6e\uff0c\u968f\u65f6\u5f00\u542f\u7814\u53d1\u5de5\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u964d\u672c\u589e\u6548<\/strong><\/p>\n\n\n\n<p 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