{"id":1211,"date":"2021-10-18T16:16:49","date_gmt":"2021-10-18T08:16:49","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=1211"},"modified":"2021-10-18T16:16:49","modified_gmt":"2021-10-18T08:16:49","slug":"mlops%e6%98%af%e6%9e%84%e5%bb%ba%e5%9c%a8%e4%b8%80%e4%b8%aa%e8%b0%8e%e8%a8%80%e4%b8%8a%e7%9a%84%e5%90%97%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2021\/10\/18\/1211\/","title":{"rendered":"MLOps\u662f\u6784\u5efa\u5728\u4e00\u4e2a\u8c0e\u8a00\u4e0a\u7684\u5417\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1212\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55.jpg\" width=\"1080\" height=\"721\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55-300x200.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55-1024x684.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-55-768x513.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section>\u4f5c\u8005 | Mateusz Kwa\u015bniak<\/section>\n<section>\u8bd1\u8005 | \u738b\u5f3a<\/section>\n<section>\u7b56\u5212 | \u5218\u71d5<\/section>\n<section>\u5728\u4e00\u4e9b MLOps \u9879\u76ee\u7684\u80cc\u666f\u4ecb\u7ecd\u4e2d\uff0c\u90fd\u4f1a\u63d0\u53ca\u201c87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u4ee5\u5931\u8d25\u544a\u7ec8\u201d\u7684\u8bba\u70b9\u3002\u8fd9\u4e2a\u6570\u636e\u5177\u4f53\u51fa\u81ea\u4f55\u5904\uff0c\u662f\u5426\u51c6\u786e\u6d4b\u5b9a\uff1f\u672c\u6587\u4f5c\u8005\u901a\u8fc7\u76f8\u5173\u6587\u732e\u8d44\u6599\u8c03\u7814\uff0c\u6307\u51fa\u8be5\u8bba\u70b9\u5e76\u65e0\u5b9e\u636e\u53ef\u4f9d\u3002\u5c3d\u7ba1 MLOps \u975e\u5e38\u5fc5\u8981\uff0c\u4f46\u793e\u533a\u3001\u5b66\u672f\u754c\u548c\u4e1a\u754c\u4e0d\u5e94\u4ee5\u57fa\u4e8e\u6b64\u8bba\u70b9\u5f00\u5c55\u8ba8\u8bba\u3002<\/section>\n<p>\u5927\u5bb6\u662f\u5426\u542c\u8bf4\u8fc7\u8fd9\u6837\u4e00\u4e2a\u8bba\u70b9\uff0c\u5373 87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u4ee5\u5931\u8d25\u544a\u7ec8\uff1f<\/p>\n<p>\u201c\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4\u201d\uff08MLOps\uff09\u5bf9\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u7b49\u6570\u636e\u79d1\u5b66\u9886\u57df\u76f8\u5173\u4ece\u4e1a\u4eba\u58eb\u6765\u8bf4\u90fd\u5e94\u8be5\u8033\u719f\u80fd\u8be6\u4e86\u3002\u8fd9\u4e2a\u6982\u5ff5\u76f8\u5bf9\u8f83\u65b0\uff0c\u4f46\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u4eec\u5f00\u59cb\u60f3\u8981\u4e86\u89e3\u4ec0\u4e48\u662f MLOps\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u81ea\u8eab\u9879\u76ee\u4e2d\u5e94\u7528 MLOps \u5b9e\u8df5\u548c\u5de5\u5177\u3002<\/p>\n<p>\u6211\u76f8\u4fe1\u5927\u5bb6\u4e5f\u6ce8\u610f\u5230\u4e86\u8fd9\u79cd\u8d8b\u52bf\u3002MLOps \u793e\u533a \u6b63\u5728\u6301\u7eed\u4e0d\u65ad\u6210\u957f\uff08\u6211\u4e5f\u6709\u5e78\u53c2\u4e0e\u5176\u4e2d\uff09\u3002MLOps \u7684\u76f8\u5173\u8bae\u9898\u548c\u6587\u7ae0\uff0c\u6db5\u76d6\u4e86\u51e0\u4e4e\u5168\u90e8\u673a\u5668\u5b66\u4e60\u9886\u57df\u4f1a\u8bae\u3002\u6700\u8fd1\u5434\u6069\u8fbe\u548c DeepLearning.ai \u4e5f\u8ddf\u8fdb\uff0c\u5728 Coursera \u53d1\u5e03\u4e86\u4ed6\u4eec\u7684 MLOps \u8bfe\u7a0b\u201c\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u201d\uff08\u53ef\u8bbf\u95ee\uff1a\u201cMachine Learning Engineering for Production\u201d\uff09\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e00\u540d MLOps \u5de5\u7a0b\u5e08\uff0c\u6211\u9605\u8bfb\u5e76\u5173\u6ce8\u4e86\u5927\u91cf\u7684\u76f8\u5173\u5185\u5bb9\u3002\u6211\u53d1\u73b0\u540c\u4e00\u6279\u56fe\u8868\u548c\u7edf\u8ba1\u7ed3\u679c\uff0c\u591a\u6b21\u4f5c\u4e3a\u6838\u5fc3\u5185\u5bb9\u51fa\u73b0\u5728\u5404\u79cd\u6f14\u793a\u62a5\u544a\u4e2d\uff0c\u6f14\u793a\u5185\u5bb9\u8d8a\u6765\u8d8a\u5343\u7bc7\u4e00\u5f8b\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1213\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56.jpg\" width=\"664\" height=\"588\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56.jpg 664w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-56-300x266.jpg 300w\" sizes=\"auto, (max-width: 664px) 100vw, 664px\" \/><\/p>\n<p>\u6b64\u5916\u6211\u53d1\u73b0\u6709\u4e00\u4e2a\u7279\u522b\u6709\u8da3\u7684\u7d20\u6750\u5728\u8fd9\u4e9b\u6f14\u8bb2\u548c\u5e16\u5b50\u91cc\u88ab\u590d\u5236\u6765\u7c98\u8d34\u53bb\uff0c\u4e8e\u662f\u6211\u8981\u7814\u7a76\u4e00\u4e0b\u3002\u662f\u5426\u771f\u7684\u201c\u6709 87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u65e0\u6cd5\u6295\u5165\u751f\u4ea7\u73af\u8282\u201d\uff0c\u672c\u5e16\u5c06\u5bf9\u6b64\u4e00\u63a2\u7a76\u7adf\u3002<\/p>\n<section>87% \u8fd9\u4e00\u6570\u5b57\u51fa\u81ea\u4f55\u5904\uff1f<\/section>\n<p>\u5982\u679c\u8bfb\u8005\u6b63\u53c2\u4e0e\u9762\u5411\u793e\u533a\u548c\u6f5c\u5728\u5ba2\u6237\u7684 MLOps \u65b0\u4ea7\u54c1\u5c55\u793a\u5ba3\u8bb2\uff0c\u90a3\u4e48\u5f88\u6709\u53ef\u80fd\u4f1a\u770b\u5230\u8fd9\u4e48\u4e00\u53e5\uff1a<\/p>\n<blockquote><p>87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u65e0\u6cd5\u6295\u5165\u751f\u4ea7\u73af\u8282\u3002<\/p><\/blockquote>\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u8fd9\u4e00\u8bba\u70b9\u8fd8\u51fa\u73b0\u5728 \u798f\u5e03\u65af\u62a5\u9053\u3001StackOverflow \u535a\u5ba2 \u7b49\u5904\uff0c\u4ee5\u53ca\u904d\u5e03\u4e92\u8054\u7f51\u7684\u5404\u535a\u5ba2\u5e16\u5b50\u548c\u4f1a\u8bae\u89c6\u9891\u4e2d\u3002\u8fd9\u53e5\u8bdd\u6216\u7c7b\u4f3c\u7684\u89e3\u91ca\uff0c\u5df2\u6210\u4e3a\u5728\u9610\u91ca MLOps \u5546\u4e1a\u7279\u6027\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u63cf\u8ff0\u3002<\/p>\n<p>\u90a3\u4e48\u8be5\u8bba\u70b9\u51fa\u81ea\u54ea\u91cc\uff1f\u770b\u4e0a\u53bb\u662f\u5f15\u7528\u81ea VentureBeat \u7684\u4e00\u7bc7\u6587\u7ae0\uff08\u539f\u6587\uff1a\u201cWhy do 87% of data science projects never make it into production?\u201d\uff09\u3002\u4e0b\u9762\u6211\u4eec\u8f6c\u5411\u8be5\u6587\u7ae0\u3002<\/p>\n<section>VentureBeat \u6587\u7ae0\u662f\u8fd9\u4e48\u8bf4\u7684<\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1214\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57.jpg\" width=\"874\" height=\"240\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57.jpg 874w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57-300x82.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-57-768x211.jpg 768w\" sizes=\"auto, (max-width: 874px) 100vw, 874px\" \/><\/p>\n<p>\u56fe 1 VentureBeat \u7684\u6587\u7ae0\u6807\u9898 \u3002\u6765\u6e90\uff1aVentureBeat.com<\/p>\n<p>\u8be5\u6587\u64b0\u5199\u4e8e 2019 \u5e74 7 \u6708\u3002\u5728\u6b64\u6211\u5fc5\u987b\u6307\u51fa\u7684\u662f\uff0c\u8fd9\u662f\u4e00\u7bc7\u4ecb\u7ecd VentureBeat Transform 2019 \u5927\u4f1a \u5c0f\u7ec4\u8ba8\u8bba\u60c5\u51b5\u7684\u8f6f\u6587\u3002\u6587\u7ae0\u65e0\u975e\u662f\u4e00\u4e2a\u77ed\u8bc4\uff0c\u5176\u4e2d\u5f15\u7528\u4e86\u5927\u4f1a\u5c0f\u7ec4\u8bae\u9898\u201c\u5982\u4f55\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u5b9e\u65bd\u201d\uff08\u201cWhat the heck does it even mean to \u201cDo AI\u201d?\u201d\uff09\u4e2d\u7684\u5185\u5bb9\uff1a<\/p>\n<blockquote><p>\u4eba\u5de5\u667a\u80fd\u57fa\u4e8e\u7ecf\u9a8c\u63d0\u4f9b\u7ade\u4e89\u4f18\u52bf\u3002\u5373\u7136\u5927\u5bb6\u6709\u6b64\u901a\u8bc6\uff0c\u90a3\u4e48\u4e3a\u4ec0\u4e48\u53ea\u6709 13% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\uff08\u6216\u8005\u8bf4\u6bcf\u5341\u4e2a\u9879\u76ee\u4e2d\u53ea\u4f1a\u6709\u4e00\u4e2a\uff09\u5b9e\u9645\u6295\u5165\u751f\u4ea7\uff1f<\/p>\n<blockquote><p>Chapo \u6307\u51fa\uff0c\u4e3a\u907f\u514d\u843d\u5165\u8fd9 87% \u7684\u5931\u8d25\u9879\u76ee\u4e2d\uff0c\u9879\u76ee\u5f00\u59cb\u65f6\u53ef\u4ee5\u91c7\u53d6\u4e09\u79cd\u65b9\u5f0f\u3002\u7b2c\u4e00\uff0c\u4ece\u5c0f\u5904\u7740\u624b\uff0c\u4e0d\u8981\u8bd5\u56fe\u53bb\u9762\u5bf9\u4e00\u7247\u6c6a\u6d0b\uff0c\u800c\u662f\u4ece\u4e2d\u9009\u62e9\u4e00\u4e2a\u75db\u70b9\u53bb\u89e3\u51b3\uff0c\u8fdb\u800c\u53ef\u770b\u5230\u8fdb\u5c55\u3002\u7b2c\u4e8c\uff0c\u4e3a\u89e3\u51b3\u95ee\u9898\uff0c\u786e\u4fdd\u5177\u5907\u4e00\u652f\u9002\u5408\u7684\u8de8\u804c\u80fd\u56e2\u961f\u3002\u7b2c\u4e09\uff0c\u501f\u52a9\u4e8e\u7b2c\u4e09\u65b9\uff0c\u751a\u81f3\u662f\u4e00\u4e9b\u5927\u4f01\u4e1a\uff0c\u4ece\u9879\u76ee\u4e00\u5f00\u59cb\u5c31\u5f97\u5230\u52a0\u901f\u52a9\u529b\u3002<\/p><\/blockquote>\n<\/blockquote>\n<p>\u56de\u987e\u8fd9\u4e00\u60ca\u4eba\u89c2\u70b9\uff0c\u5373 87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u662f\u5931\u8d25\u7684\uff0c\u6216\u8005\u8bf4\u65e0\u6cd5\u6295\u4ea7\uff0c\u5176\u4e2d\u7684\u6570\u5b57\u7684\u51fa\u81ea\u4f55\u5904\uff1f\u6211\u5e76\u6ca1\u6709\u5728\u6587\u7ae0\u4e2d\u627e\u5230\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u4e0a YouTube \u770b\u4e00\u4e0b\u6f14\u8bb2\u89c6\u9891\uff0c\u80af\u5b9a\u662f\u5728\u89c6\u9891\u91cc\u7684\u3002<\/p>\n<section>Transform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u4e2d\u662f\u8fd9\u4e48\u8bf4\u7684<\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1215\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-28.png\" width=\"875\" height=\"361\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-28.png 875w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-28-300x124.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-28-768x317.png 768w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><\/p>\n<p>\u56fe 2 Transform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u7684\u89c6\u9891\u622a\u56fe\u3002\u6765\u6e90\uff1aYouTube<\/p>\n<p>\u7531\u6b64\uff0c\u6211\u56de\u770b\u4e86 Transform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u7684\u5f55\u50cf\u3002\u6211\u8ba4\u5b9a\u8fd9\u5c31\u662f\u6240\u6709\u4e00\u5207\u7684\u6e90\u5934\u6240\u5728\uff0c\u5e76\u6700\u7ec8\u4e86\u89e3\u8fd9\u4e00\u5947\u5e7b\u6570\u5b57\u662f\u5982\u4f55\u5728\u5404 MLOps \u6f14\u8bb2\u4e2d\u53e3\u53e3\u76f8\u4f20\u3002<\/p>\n<p>\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u6211\u6ce8\u610f\u5230\u8be5\u89c6\u9891\u4e0a\u4f20 YouTube \u7684\u4e24\u5e74\u4ee5\u6765\uff0c\u53ea\u88ab\u89c2\u770b 353 \u6b21\uff0c\u5f97\u5230 0 \u6761\u8bc4\u8bba\u3002\u56e0\u6b64\u6211\u8ba4\u4e3a\uff0c\u5e76\u6ca1\u6709\u591a\u5c11\u4eba\u6709\u5174\u8da3\u53bb\u5398\u6e05\u4e3a\u4ec0\u4e48\u8fd1\u5341\u4e2a\u673a\u5668\u5b66\u4e60\u9879\u76ee\u4e2d\u4f1a\u6709\u4e5d\u4e2a\u5931\u8d25\u3002\u6b63\u597d\uff0c\u6211\u5c31\u662f\u6765\u641e\u6e05\u695a\u7684\u3002<\/p>\n<p>\u6211\u7ad6\u8033\u503e\u542c\u4e86\u8fd9\u6bb5 26 \u5206\u949f\u957f\u5ea6\u7684\u89c6\u9891\uff0c\u8bd5\u56fe\u6355\u6349\u5230\u662f\u5426\u6709\u6f14\u8bb2\u8005\u63d0\u53ca 87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u5931\u8d25\uff0c\u6216\u662f\u53ea\u6709 13% \u7684\u9879\u76ee\u6210\u529f\u7b49\u7c7b\u4f3c\u8bf4\u6cd5\u3002\u4e3a\u786e\u4fdd\u4e0d\u6f0f\u4e00\u5904\uff0c\u6211\u770b\u4e86\u4e09\u904d\uff0c\u6700\u7ec8\u6709\u6240\u53d1\u73b0\u3002\u5728\u89c6\u9891\u5927\u7ea6\u7b2c 10 \u5206\u949f\u5904\u53ef\u542c\u5230\uff1a<\/p>\n<blockquote><p>\u6211\u8ba4\u4e3a\u300aCIO Dive\u300b\u6742\u5fd7\u6307\u51fa\u53ea\u6709 13% \u7684\u9879\u76ee\u6700\u7ec8\u5b9e\u9645\u6295\u4ea7\u3002\u6211\u975e\u5e38\u60ca\u8bb6\u4e8e 13% \u8fd9\u4e00\u6570\u636e\u3002<\/p><\/blockquote>\n<p>\u8fd9\u53e5\u8bdd\u6b63\u662f IBM \u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u884c\u4e1a CTO\u3001\u5168\u7403\u9886\u8896\u4eba\u7269 Deborah Leff \u8bf4\u7684\u3002<\/p>\n<p>\u4e0d\u5e78\u7684\u662f\uff0c\u8fd9\u53ea\u662f\u6211\u67e5\u8bc1\u8fc7\u7a0b\u4e2d\u9075\u5faa\u7684\u4e00\u4e2a\u7ebf\u7d22\uff08breadcrumb\uff09\u3002\u663e\u7136\uff0cTransform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u5e76\u975e\u6211\u80fd\u786e\u8bc1\u7684\u4fe1\u606f\u6765\u6e90\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u4e0b\u9762\u6211\u4eec\u53bb\u8ffd\u6eaf\u300aCIO Dive\u300b\u6742\u5fd7\u6587\u7ae0\u5427\u3002<\/p>\n<section>\u300aCIO Dive\u300b\u6742\u5fd7\u662f\u8fd9\u4e48\u8bf4\u7684<\/section>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1216\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.jpg\" width=\"820\" height=\"268\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.jpg 820w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58-300x98.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58-768x251.jpg 768w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><\/p>\n<p>\u56fe 3 James Roberts \u64b0\u5199\u7684\u6587\u7ae0\u3002\u56fe\u7247\u6765\u6e90\uff1aCIODive.com<\/p>\n<p>\u5728 Transform 2019 \u5927\u4f1a\u4e24\u5e74\u524d\u7684 2017 \u5e74\uff0c\u73b0\u4efb Quisitive \u9996\u5e2d\u6570\u636e\u79d1\u5b66\u5bb6\u7684 James Roberts \u5e94\u9080\u4e3a\u300aCIO Dive\u300b\u6742\u5fd7\u64b0\u5199\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u6307\u51fa\u4e86\u5bfc\u81f4\u5927\u591a\u6570\u6570\u636e\u79d1\u5b66\u9879\u76ee\u5931\u8d25\u7684\u56db\u4e2a\u539f\u56e0\u3002\u6211\u5e0c\u671b\u8be5\u6587\u6700\u7ec8\u63ed\u793a\u4e86 87% \u8fd9\u4e2a\u795e\u5947\u6570\u5b57\u7684\u7531\u6765\uff0c\u4ee5\u53ca\u8be5\u6570\u5b57\u662f\u5982\u4f55\u6d4b\u5b9a\u7684\u3002<\/p>\n<p>\u6587\u7ae0\u7bc7\u5e45\u76f8\u5bf9\u8f83\u77ed\uff0c\u5f88\u6709\u6761\u7406\u3002\u56e0\u6b64\u6211\u5168\u6587\u901a\u8bfb\u4e86\u591a\u904d\uff0c\u5728\u5176\u4e2d\u53d1\u73b0\u5982\u4e0b\u8868\u8ff0\uff1a<\/p>\n<blockquote><p>2017 \u5e74\u88ab\u4e13\u5bb6\u79f0\u4e3a\u6570\u636e\u7d20\u517b\uff08data literacy\uff09\u548c\u6570\u5b57\u5316\u8f6c\u578b\u4e4b\u5e74\u3002\u867d\u7136\u6570\u636e\u662f\u63a8\u52a8\u771f\u6b63\u6570\u5b57\u5316\u8f6c\u578b\u7684\u5173\u952e\u5143\u7d20\uff0c\u4f46\u516c\u53f8\u5e38\u4ee5\u9519\u8bef\u7684\u65b9\u5f0f\u63a8\u884c\u6570\u636e\u548c\u5206\u6790\u9879\u76ee\u3002\u4e8b\u5b9e\u4e0a\uff0c\u53ea\u6709 13% \u7684\u6570\u636e\u548c\u5206\u6790\u9879\u76ee\u5f97\u4ee5\u5b8c\u6210\u3002\u5e76\u4e14\u5728\u5df2\u5b8c\u6210\u7684\u9879\u76ee\u4e2d\uff0c\u53ea\u6709 8% \u7684\u516c\u53f8\u9886\u5bfc\u5bf9\u7ed3\u679c\u8868\u793a\u5b8c\u5168\u6ee1\u610f\u3002<\/p><\/blockquote>\n<p>\u6211\u5bf9 13% \u8fd9\u4e00\u6570\u5b57\u975e\u5e38\u654f\u611f\u3002\u6b63\u5982 Deborah Leff \u6240\u8bf4\uff0c\u5979\u662f\u4ece\u300aCIO Dive\u300b\u6742\u5fd7\u83b7\u53d6\u8be5\u4fe1\u606f\u7684\u3002\u4f46\u8fd9\u4e2a\u6570\u5b57\u6765\u81ea\u4f55\u5904\uff1f\u54ea\u91cc\u6709\u89e3\u91ca\uff1f\u662f\u5426\u4f9d\u7136\u53ea\u662f\u4e00\u6761\u7ebf\u7d22\uff1f<\/p>\n<p>\u4e3a\u4ec0\u4e48\u53ea\u6709 13% \u7684\u201c\u6570\u636e\u548c\u5206\u6790\u9879\u76ee\u201d\u80fd\u591f\u5b8c\u6210\uff1f<\/p>\n<p>\u4e0d\u5e78\u7684\u662f\uff0c\u6211\u4eec\u5bf9\u8fd9\u4e00\u8bba\u70b9\u7684\u6765\u6e90\u4e00\u65e0\u6240\u77e5\u3002\u4e5f\u8bb8\u53ea\u662f\u300aCIO Dive\u300b\u6742\u5fd7\u6587\u7ae0\u51fa\u4e8e\u67d0\u79cd\u76ee\u7684\u800c\u634f\u51fa\u6765\u7684\u4e00\u4e2a\u6570\u5b57\uff0c\u6216\u8bb8\u662f\u4f5c\u8005\u5fd8\u8bb0\u6307\u51fa\u5bf9\u5176\u5b83\u6700\u7ec8\u8be6\u7ec6\u8bc4\u5b9a 87% \u6570\u636e\u79d1\u5b66\u9879\u76ee\u5931\u8d25\u7684\u6587\u7ae0\u7684\u5f15\u7528\u3002<\/p>\n<p>\u5c3d\u7ba1\u5341\u4e2a\u673a\u5668\u5b66\u4e60\u9879\u76ee\u4e2d\u5b8c\u5168\u6709\u53ef\u80fd\u5931\u8d25\u4e5d\u4e2a\uff0c\u4f46\u5bf9\u6b64\u505a\u51fa\u4e00\u4e2a\u53ef\u9760\u7684\u8861\u91cf\u662f\u51e0\u4e4e\u4e0d\u53ef\u80fd\u5f97\uff0c\u751a\u81f3\u201c\u5931\u8d25\u201d\u6216\u201c\u6295\u4ea7\u201d\u4e5f\u662f\u65e0\u6cd5\u51c6\u786e\u5b9a\u4e49\u7684\u3002\u9996\u5f53\u5176\u51b2\uff0c\u6211\u4eec\u5e94\u5982\u4f55\u51c6\u786e\u5b9a\u4e49\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6295\u4ea7\uff1f<\/p>\n<p>\u5982\u679c\u4f7f\u7528 FastAPI \u7b49\u63d0\u4f9b\u4e86\u5355\u4e00\u7684 API \u7aef\u70b9\u670d\u52a1\uff0c\u5c31\u80fd\u8bf4\u9879\u76ee\u6295\u4ea7\u4e86\u5417\uff1f\u662f\u5426\u8fd8\u9700\u8981\u5efa\u7acb\u5b8c\u6574\u7684 CI\/CD\/CT \u6d41\u6c34\u7ebf\u548c\u76d1\u63a7\uff1f\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6709\u4e9b\u9879\u76ee\u5e76\u4e0d\u9700\u8981\u4e5f\u6ca1\u6709\u8ba1\u5212\u53bb\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u8282\u4e2d\uff0c\u8fd9\u662f\u5426\u4e5f\u4f1a\u88ab\u89c6\u4e3a\u5931\u8d25\uff1f<\/p>\n<p>\u67e5\u65e0\u5b9e\u636e\uff0c\u6211\u4e5f\u6beb\u65e0\u5934\u7eea\uff0c\u7565\u4e3a\u5931\u671b\u3002<\/p>\n<p>\u5e94\u8be5\u5982\u4f55\u9610\u91ca\uff1f<\/p>\n<section>\u5c0f\u7ed3<\/section>\n<p>\u6709\u4f4d\u9996\u5e2d\u6570\u636e\u79d1\u5b66\u5bb6\u4e8e 2017 \u5e74\u53d7\u9080\u5728\u300aCIO Dive\u300b\u6742\u5fd7\u53d1\u8868\u4e86\u4e00\u4e2a\u201c\u89c2\u70b9\u201d\uff0c\u6307\u51fa\u201c\u53ea\u6709 13% \u7684\u6570\u636e\u548c\u5206\u6790\u9879\u76ee\u5b8c\u5de5\u201d\u3002\u8fd9\u4e00\u795e\u5947\u6570\u5b57\u6ca1\u6709\u6765\u6e90\uff0c\u4e5f\u6ca1\u6709\u6307\u51fa\u7814\u7a76\u8bba\u6587\u51fa\u5904\uff0c\u5177\u4f53\u51fa\u5904\u7684\u76f8\u5173\u4fe1\u606f\u4e3a\u96f6\u3002<\/p>\n<p>\u6b64\u540e\uff0c\u8be5\u6587\u7531 IBM \u6570\u636e\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd CTO \u548c\u5168\u7403\u9886\u5bfc\u4eba\u7269 Deborah Leff \u5728 Transform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u4e2d\u63d0\u53ca\u3002\u5979\u8bf4\uff1a\u201c\u6211\u8ba4\u4e3a\u300aCIO Dive\u300b\u6742\u5fd7\u6307\u51fa\uff0c\u53ea\u6709 13% \u7684\u9879\u76ee\u6700\u7ec8\u5b9e\u9645\u6295\u4ea7\u3002\u201d<\/p>\n<p>\u7136\u540e\uff0cVentureBeat \u5728\u4ecb\u7ecd VentureBeat Transform 2019 \u5927\u4f1a\u5c0f\u7ec4\u8ba8\u8bba\u60c5\u51b5\u7684\u8f6f\u6587\u4e2d\u5f15\u7528\u4e86\u8fd9\u4e00\u6570\u5b57\uff0c\u5c3d\u7ba1\u6587\u7ae0\u4e2d\u751a\u81f3\u6ca1\u6709\u63d0\u4f9b\u89c6\u9891\u5f55\u50cf\u7684\u94fe\u63a5\u3002\u90a3\u4e48\u968f\u540e\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/p>\n<p>\u6570\u4ee5\u767e\u8ba1\u7684\u673a\u5668\u5b66\u4e60\u548c MLOps \u8d44\u6e90\u5f15\u7528\u4e86\u540c\u4e00\u6587\u7ae0\uff0c\u540c\u4e00\u4fe1\u606f\uff0c\u5373\u201c87% \u7684\u6570\u636e\u79d1\u5b66\u9879\u76ee\u4ece\u672a\u6295\u4ea7\u201d\uff0c\u4ee5\u6b64\u4f5c\u4e3a\u63a8\u9500\u81ea\u5df1\u5de5\u5177\u548c\u4ea7\u54c1\u7684\u4f9d\u636e\u3002<\/p>\n<p>\u8fd9\u79cd\u672a\u7ecf\u8bc1\u5b9e\u7684\u4fe1\u606f\u8fd9\u4e48\u5bb9\u6613\u4f20\u64ad\uff0c\u5c24\u5176\u662f\u5728\u4e25\u91cd\u4f9d\u8d56\u7814\u7a76\u5e76\u975e\u5e38\u63a5\u8fd1\u7814\u53d1\u548c\u5b66\u672f\u73af\u5883\u7684\u793e\u533a\u4e2d\uff0c\u8fd9\u975e\u5e38\u4ee4\u4eba\u5931\u671b\u3002<\/p>\n<p>\u7c7b\u4f3c\u8bba\u70b9\u5bf9\u4e8e MLOps \u6709\u4f55\u610f\u4e49\uff1f\u53ef\u80fd\u6beb\u65e0\u610f\u4e49\uff0c\u4f46\u6211\u4eec\u4ecd\u7136\u9700\u8981\u8fd9\u6837\u7684\u6570\u5b57\u3002\u4f46\u4f9d\u636e\u4e00\u7bc7\u4e3b\u89c2\u8bba\u65ad\u7684\u6587\u7ae0\u4e2d\u63d0\u51fa\u7684\u795e\u5947\u6570\u5b57\uff0c\u5e76\u4ee5\u6b64\u4e3a\u8bba\u70b9\u53bb\u6784\u5efa\u793e\u533a\u3001\u5404\u79cd\u5de5\u5177\u548c\u591a\u5bb6\u521d\u521b\u516c\u53f8\uff0c\u8fd9\u65e0\u7591\u4ee4\u4eba\u9707\u60ca\u3002<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_1211\" class=\"pvc_stats total_only  \" data-element-id=\"1211\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 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