{"id":41566,"date":"2023-02-13T03:45:32","date_gmt":"2023-02-13T03:45:32","guid":{"rendered":"https:\/\/www.sisinternational.com\/?page_id=41566"},"modified":"2026-01-24T18:52:36","modified_gmt":"2026-01-24T23:52:36","slug":"%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%e5%b8%82%e5%9c%ba%e7%a0%94%e7%a9%b6","status":"publish","type":"page","link":"https:\/\/www.sisinternational.com\/zh\/%e4%b8%93%e4%b8%9a%e7%9f%a5%e8%af%86\/%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%e5%b8%82%e5%9c%ba%e7%a0%94%e7%a9%b6\/","title":{"rendered":"\u8bad\u7ec3\u6570\u636e\u5e02\u573a\u7814\u7a76"},"content":{"rendered":"

\u8bad\u7ec3\u6570\u636e\u5e02\u573a\u7814\u7a76<\/h1>\n\n\n\n
\"SIS<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u4ec0\u4e48\u662f\u8bad\u7ec3\u6570\u636e\uff1f<\/h2>\n\n\n\n

\u673a\u5668\u5b66\u4e60 (ML) \u53ef\u4ee5\u5b9e\u73b0\u60ca\u4eba\u7684\u58ee\u4e3e\u3002\u5b83\u53ef\u4ee5\u81ea\u52a8\u4ece\u6587\u672c\u6570\u636e\u4e2d\u83b7\u53d6\u5f3a\u5927\u7684\u89c1\u89e3\u3002ML \u9002\u7528\u4e8e\u4ece\u8c03\u67e5\u5230\u6587\u6863\u518d\u5230\u7535\u5b50\u90ae\u4ef6\u7684\u6240\u6709\u5185\u5bb9\u3002\u5b83\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5ba2\u6237\u652f\u6301\u7968\u548c\u793e\u4ea4\u5a92\u4f53\u3002\u4f46\u9996\u5148\uff0c\u60a8\u9700\u8981\u62e5\u6709\u6b63\u786e\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u786e\u4fdd\u6210\u529f\u8bbe\u7f6e ML \u6a21\u578b\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u6570\u636e\u662f\u7528\u4e8e\u8bad\u7ec3 ML \u6a21\u578b\u7684\u521d\u59cb\u6570\u636e\u3002\u5b83\u901a\u5e38\u662f\u4e00\u4e2a\u5e9e\u5927\u7684\u6570\u636e\u96c6\u3002\u6570\u636e\u79d1\u5b66\u5bb6\u4f7f\u7528\u5b83\u6765\u6559\u6388\u4f7f\u7528 ML \u7b97\u6cd5\u7684\u9884\u6d4b\u6a21\u578b\u3002\u4ed6\u4eec\u5411\u5b83\u5c55\u793a\u5982\u4f55\u63d0\u53d6\u4e0e\u7279\u5b9a\u4e1a\u52a1\u76ee\u6807\u76f8\u5173\u7684\u4fe1\u606f\u3002\u8fd9\u4e9b\u79d1\u5b66\u5bb6\u4e3a\u76d1\u7763\u5f0f ML \u6a21\u578b\u6807\u8bb0\u8bad\u7ec3\u6570\u636e\u3002\u5728 ML \u7a0b\u5e8f\u4e2d\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n

AI \u8bad\u7ec3\u6570\u636e\u5206\u4e3a\u4e24\u4e2a\u5b50\u96c6\uff1a\u76d1\u7763\u5b66\u4e60\u6216\u65e0\u76d1\u7763\u5b66\u4e60\u3002\u65e0\u76d1\u7763\u5b66\u4e60\u4f7f\u7528\u6ca1\u6709\u6807\u7b7e\u7684\u6570\u636e\u3002\u6a21\u578b\u5fc5\u987b\u8bbe\u6cd5\u5728\u6570\u636e\u4e2d\u627e\u5230\u6a21\u5f0f\uff0c\u4ee5\u4fbf\u8fdb\u884c\u63a8\u7406\u5e76\u5f97\u51fa\u7ed3\u8bba\u3002\u4f46\u76d1\u7763\u5b66\u4e60\u5219\u4e0d\u540c\u3002\u4eba\u7c7b\u5728\u4f7f\u7528\u6570\u636e\u65f6\u5fc5\u987b\u6807\u8bb0\u3001\u6807\u6ce8\u6216\u6ce8\u91ca\u6570\u636e\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u5229\u7528\u5b83\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u5f97\u51fa\u6240\u9700\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n

\u4e3a\u4ec0\u4e48\u8bad\u7ec3\u6570\u636e\u5e02\u573a\u7814\u7a76\u5f88\u91cd\u8981\uff1f<\/h2>\n\n\n\n

\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u662f\u5f00\u53d1\u4eba\u5458\u521b\u5efa\u66f4\u9ad8\u6548\u3001\u66f4\u80fd\u6539\u53d8\u751f\u6d3b\u7684\u6a21\u578b\u7684\u65b0\u5de5\u5177\u3002\u5b83\u4eec\u4f7f\u673a\u5668\u8db3\u591f\u806a\u660e\uff0c\u65e0\u9700\u4eba\u7c7b\u5e2e\u52a9\u5373\u53ef\u6267\u884c\u5404\u79cd\u4efb\u52a1\u3002\u540c\u6837\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u9700\u8981\u7cbe\u786e\u7684\u8bad\u7ec3\u6570\u636e\u6765\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u8fd9\u4e9b\u8bad\u7ec3\u6570\u636e\u6709\u52a9\u4e8e\u7b97\u6cd5\u3002\u5b83\u6559\u4f1a\u7b97\u6cd5\u7ed9\u5b9a\u95ee\u9898\u6240\u5e26\u6765\u7684\u6a21\u5f0f\u6216\u4e00\u7cfb\u5217\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u91cd\u8981\u7684\u662f\u8981\u8ba4\u8bc6\u5230\uff0c\u8bad\u7ec3\u6570\u636e\u5bf9\u4e8e\u5c06\u6570\u636e\u96c6\u5212\u5206\u4e3a\u5404\u79cd\u7ec4\u522b\u81f3\u5173\u91cd\u8981\u3002\u5b83\u6709\u52a9\u4e8e\u7b97\u6cd5\u5728\u672a\u6765\u627e\u5230\u5e76\u5206\u7c7b\u7c7b\u4f3c\u7684\u5bf9\u8c61\u3002\u5982\u679c\u4e0d\u6b63\u786e\uff0c\u5b83\u53ef\u80fd\u4f1a\u635f\u5bb3\u6a21\u578b\u7ed3\u679c\uff0c\u4ece\u800c\u5bfc\u81f4\u60a8\u7684 AI \u9879\u76ee\u5931\u8d25\u3002\u8bad\u7ec3\u6570\u636e\u662f\u60a8\u53ef\u4ee5\u7528\u4f5c\u7b97\u6cd5\u8f93\u5165\u7684\u552f\u4e00\u6765\u6e90\u3002\u5b83\u5c06\u5e2e\u52a9\u60a8\u7684 AI \u6a21\u578b\u83b7\u5f97\u6240\u9700\u7684\u4fe1\u606f\u3002\u7136\u540e\u5b83\u5c06\u4f7f\u7528\u8be5\u4fe1\u606f\u50cf\u4eba\u7c7b\u4e00\u6837\u505a\u51fa\u5173\u952e\u51b3\u7b56\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u6570\u636e\u9886\u57df\u7684\u5173\u952e\u804c\u4f4d<\/h2>\n\n\n\n
\"SIS<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u5bf9\u4e8e\u719f\u7ec3\u7684\u4e13\u4e1a\u4eba\u58eb\u6765\u8bf4\uff0c\u6570\u636e\u79d1\u5b66\u4ecd\u7136\u662f\u4e00\u4e2a\u6709\u524d\u9014\u4e14\u9700\u6c42\u65fa\u76db\u7684\u804c\u4e1a\u3002\u8bb8\u591a\u804c\u4f4d\u90fd\u53ef\u4ee5\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u4e9b\u804c\u4f4d\u5305\u62ec\u8ba1\u7b97\u673a\u7cfb\u7edf\u5206\u6790\u5e08\u3001\u7edf\u8ba1\u5b66\u5bb6\u3001\u6570\u636e\u5e93\u7ba1\u7406\u5458\u548c\u8f6f\u4ef6\u5f00\u53d1\u4eba\u5458\u3002\u8be5\u9886\u57df\u7684\u5176\u4ed6\u5de5\u4f5c\u5305\u62ec\u8ba1\u7b97\u673a\u7f51\u7edc\u5206\u6790\u5e08\u3001\u6570\u636e\u5206\u6790\u5e08\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u3002\u7136\u540e\u662f\u6570\u636e\u5de5\u7a0b\u5e08\u548c\u6570\u636e\u7ecf\u7406\u3002\u6570\u636e\u79d1\u5b66\u5bb6\u6709\u5f88\u591a\u804c\u4f4d\u7a7a\u7f3a\u3002\u5bf9\u6570\u636e\u5de5\u7a0b\u5e08\u7684\u9700\u6c42\u4e5f\u5728\u4e0d\u65ad\u589e\u957f\u3002<\/p>\n\n\n\n

There\u2019s also the \u201chuman in the loop.\u201d This term refers to the people involved in gathering and preparing Training Data. They collect raw data<\/a> from many sources. These sources include social media platforms, IoT devices, customer feedback, and websites. They then prepare the data by cleaning it and accounting for missing values. After that, they remove outliers and tag data points. The last step is to load it into suitable places for training ML algorithms.<\/p>\n\n\n\n

\u4f01\u4e1a\u4e3a\u4ec0\u4e48\u9700\u8981\u8bad\u7ec3\u6570\u636e\uff1f<\/h2>\n\n\n\n

The use of AI and ML is only possible with ample amounts of high-quality Training Data. It plays a vital role in the model learning anything relevant. It is the backbone of any ML system. With enough Training Data, a machine can discover patterns and solve problems. Deficient or low-quality Training Data could lead<\/a> to the failure of your ML system.<\/p>\n\n\n\n

\u5173\u4e8e\u8bad\u7ec3\u6570\u636e\u5e02\u573a\u7814\u7a76<\/h2>\n\n\n\n
\"SIS<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u5b9a\u91cf Market Research can reveal complex data<\/a> about the state of your business. Qualitative Market Research aims to explain the factors that led to that state. It focuses on the reasons and motives behind consumers\u2019 actions and desires. It also looks at their opinions and expectations. Companies can use it to gain insights that they can act on to improve their products and strategies<\/a>.<\/p>\n\n\n\n

\u60a8\u53ef\u4ee5\u5c06\u8fd9\u4e24\u79cd\u6570\u636e\u7c7b\u578b\u8f93\u5165\u5230\u8bad\u7ec3\u6a21\u578b\u4e2d\u4ee5\u83b7\u5f97\u6240\u9700\u7684\u7ed3\u679c\u3002\u968f\u7740\u60a8\u7ee7\u7eed\u8bad\u7ec3\u6a21\u578b\uff0c\u5b83\u4f1a\u53d8\u5f97\u66f4\u52a0\u667a\u80fd\uff0c\u56e0\u6b64\u8bad\u7ec3\u6570\u636e\u8d8a\u591a\u8d8a\u597d\uff0c\u800c\u4e0d\u662f\u592a\u5c11\u3002<\/p>","protected":false},"excerpt":{"rendered":"

\u8bad\u7ec3\u6570\u636e\u662f\u7528\u4e8e\u8bad\u7ec3 ML \u6a21\u578b\u7684\u521d\u59cb\u6570\u636e\u3002\u8fd9\u662f\u79d1\u5b66\u5bb6\u4f7f\u7528 ML \u7b97\u6cd5\u4e0e\u9884\u6d4b\u6a21\u578b\u4e00\u8d77\u4f7f\u7528\u7684\u5de8\u578b\u6570\u636e\u96c6\u3002<\/p>","protected":false},"author":1,"featured_media":64375,"parent":14514,"menu_order":184,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-41566","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/pages\/41566","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/comments?post=41566"}],"version-history":[{"count":5,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/pages\/41566\/revisions"}],"predecessor-version":[{"id":81403,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/pages\/41566\/revisions\/81403"}],"up":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/pages\/14514"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/media\/64375"}],"wp:attachment":[{"href":"https:\/\/www.sisinternational.com\/zh\/wp-json\/wp\/v2\/media?parent=41566"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}