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align=\"left\">\u201c\u8fd0\u7ef4\u95e8\u69db\u53d8\u9ad8\u4e86\u8fd8\u662f\u53d8\u4f4e\u4e86&#xff1f;\u201d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u770b\u5230\u8fd9\u91cc&#xff0c;\u4f60\u662f\u5426\u611f\u89c9\u66f4\u7126\u8651\u4e86&#xff1f;\u522b\u6025&#xff0c;\u8ba9\u6211\u4eec\u5148\u6df1\u547c\u5438\u3002\u627f\u8ba4\u51b2\u51fb\u662f\u7406\u6027\u7684\u7b2c\u4e00\u6b65&#xff0c;\u4f46\u66f4\u91cd\u8981\u7684\u662f\u770b\u6e05\u51b2\u51fb\u7684\u5168\u8c8c\u3002AI\u771f\u6b63\u66ff\u4ee3\u7684&#xff0c;\u662f\u90a3\u4e9b\u9ad8\u5ea6\u91cd\u590d\u3001\u6a21\u5f0f\u56fa\u5b9a\u3001\u7f3a\u4e4f\u6df1\u5ea6\u4e1a\u52a1\u601d\u8003\u7684\u201c\u64cd\u4f5c\u6267\u884c\u201d\u5c42\u9762\u3002\u800c\u8fd9&#xff0c;\u6070\u6070\u4e3a\u6211\u4eec\u817e\u51fa\u4e86\u53cc\u624b\u548c\u5927\u8111&#xff0c;\u53bb\u4ece\u4e8b\u66f4\u5177\u4ef7\u503c\u7684\u521b\u9020\u6027\u5de5\u4f5c\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u7684\u76ee\u7684&#xff0c;\u4e0d\u662f\u7ed9\u4f60\u5582\u4e00\u9897\u201cAI\u53d6\u4ee3\u4e0d\u4e86\u4f60\u201d\u7684\u5b89\u6170\u5242&#xff0c;\u800c\u662f\u4e3a\u4f60\u7ed8\u5236\u4e00\u5f20\u8be6\u7ec6\u7684\u201c\u822a\u6d77\u56fe\u201d&#xff0c;\u5e2e\u52a9\u4f60\u5728AI\u7684\u6d6a\u6f6e\u4e2d&#xff0c;\u4ece\u4e00\u540d\u5fd0\u5fd1\u7684\u65b0\u624b\u6c34\u624b&#xff0c;\u6210\u957f\u4e3a\u9a7e\u9a6d\u98ce\u6d6a\u7684\u8d44\u6df1\u8239\u957f\u3002<\/p>\n<h3>\u4e8c\u3001 \u7834\u5c40\u70b9&#xff1a;\u4ec0\u4e48\u662fAI\u65e0\u6cd5\u8f7b\u6613\u66ff\u4ee3\u7684\u201c\u62a4\u57ce\u6cb3\u201d&#xff1f;<\/h3>\n<p>&#x1f4a1; \u56fe\u6807\u70b9\u7f00&#xff1a;!https:\/\/via.placeholder.com\/20\/5cb85c\/000000?text&#061;!<\/p>\n<p>AI\u5f88\u5f3a\u5927&#xff0c;\u4f46\u5b83\u5e76\u975e\u4e07\u80fd\u3002\u5c24\u5176\u662f\u5728\u6570\u636e\u9886\u57df&#xff0c;\u6570\u636e\u7684\u4ef7\u503c\u6700\u7ec8\u8981\u670d\u52a1\u4e8e\u5546\u4e1a\u51b3\u7b56\u548c\u4e1a\u52a1\u589e\u957f\u3002\u4ee5\u4e0b\u56db\u9879\u80fd\u529b&#xff0c;\u6784\u6210\u4e86\u4f60\u4f5c\u4e3a\u6570\u636e\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3&#xff1a;<\/p>\n<li>\n<p>\u6df1\u5ea6\u7684\u4e1a\u52a1\u7406\u89e3\u529b&#xff08;Business Acumen&#xff09;&#xff1a;AI\u53ef\u4ee5\u5b66\u4e60\u6240\u6709\u7684\u6280\u672f\u6587\u6863&#xff0c;\u4f46\u5b83\u65e0\u6cd5\u7406\u89e3\u4f60\u4eec\u516c\u53f8\u72ec\u7279\u7684\u5546\u4e1a\u6a21\u5f0f\u3001\u7ec4\u7ec7\u6587\u5316\u3001\u5e02\u573a\u56f0\u5883\u4ee5\u53ca\u67d0\u4e2a\u5947\u8469\u9700\u6c42\u80cc\u540e\u7684\u5386\u53f2\u6e0a\u6e90\u3002\u5c06\u6a21\u7cca\u7684\u4e1a\u52a1\u95ee\u9898&#xff0c;\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u53ef\u8ba1\u7b97\u7684\u6570\u636e\u95ee\u9898&#xff0c;\u8fd9\u662f\u4f60\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u3002\u4f8b\u5982&#xff0c;\u4e1a\u52a1\u65b9\u8bf4\u201c\u6211\u60f3\u63d0\u9ad8\u7528\u6237\u7559\u5b58\u201d&#xff0c;\u4f60\u9700\u8981\u5c06\u5176\u5206\u89e3\u4e3a&#xff1a;\u5b9a\u4e49\u201c\u7559\u5b58\u201d&#xff08;\u6b21\u65e5&#xff1f;7\u65e5&#xff1f;&#xff09;\u3001\u786e\u5b9a\u6838\u5fc3\u7528\u6237\u7fa4\u3001\u5206\u6790\u6d41\u5931\u5173\u952e\u8def\u5f84\u3001\u627e\u5230\u53ef\u5e72\u9884\u7684\u6293\u624b\u3002\u8fd9\u4e2a\u201c\u7ffb\u8bd1\u201d\u548c\u201c\u5206\u89e3\u201d\u7684\u8fc7\u7a0b&#xff0c;\u6781\u5ea6\u4f9d\u8d56\u4f60\u7684\u4e1a\u52a1\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<li>\n<p>\u7cfb\u7edf\u7684\u6570\u636e\u5efa\u6a21\u601d\u7ef4&#xff08;Data Modeling Thinking&#xff09;&#xff1a;AI\u53ef\u4ee5\u6839\u636e\u73b0\u6709\u6a21\u5f0f\u751f\u6210DDL&#xff0c;\u4f46\u5f88\u96be\u4ece\u96f6\u5f00\u59cb\u4e3a\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u590d\u6742\u7684\u4e1a\u52a1\u9886\u57df\u8bbe\u8ba1\u4e00\u5957\u517c\u987e\u7075\u6d3b\u6027\u3001\u6027\u80fd\u3001\u6210\u672c\u4e14\u80fd\u5e94\u5bf9\u672a\u6765\u53d8\u5316\u7684\u6570\u4ed3\u6a21\u578b&#xff08;\u5982\u6570\u636e\u4ed3\u5e93\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1&#xff09;\u3002\u8fd9\u9700\u8981\u4f60\u5bf9\u4e1a\u52a1\u672c\u8d28\u6709\u62bd\u8c61\u80fd\u529b&#xff0c;\u5bf9\u6570\u636e\u5173\u7cfb\u6709\u6df1\u523b\u7406\u89e3\u3002<\/p>\n<\/li>\n<li>\n<p>\u590d\u6742\u7684\u5de5\u7a0b\u6743\u8861\u80fd\u529b&#xff08;Engineering Trade-offs&#xff09;&#xff1a;\u9762\u5bf9\u4e00\u4e2a\u6570\u636e\u9700\u6c42&#xff0c;\u662f\u91c7\u7528\u5b9e\u65f6\u6d41\u5904\u7406\u8fd8\u662f\u79bb\u7ebfT&#043;1\u6279\u5904\u7406&#xff1f;\u662f\u7528ClickHouse\u8fd8\u662fHive&#xff1f;\u5b58\u50a8\u6210\u672c\u3001\u8ba1\u7b97\u6548\u7387\u3001\u5f00\u53d1\u6548\u7387\u5982\u4f55\u5e73\u8861&#xff1f;\u8fd9\u4e9b\u51b3\u7b56\u9700\u8981\u7efc\u5408\u8003\u91cf\u6280\u672f\u3001\u6210\u672c\u3001\u4e1a\u52a1\u7d27\u8feb\u6027&#xff0c;\u662f\u5178\u578b\u7684\u590d\u6742\u51b3\u7b56&#xff0c;AI\u76ee\u524d\u53ea\u80fd\u63d0\u4f9b\u53c2\u8003\u5efa\u8bae&#xff0c;\u65e0\u6cd5\u505a\u51fa\u8d1f\u8d23\u4efb\u7684\u6700\u7ec8\u5224\u65ad\u3002<\/p>\n<\/li>\n<li>\n<p>\u7aef\u5230\u7aef\u7684\u9879\u76ee\u628a\u63a7\u529b&#xff08;End-to-end Ownership&#xff09;&#xff1a;\u4ece\u4e00\u4e2a\u60f3\u6cd5\u7684\u63d0\u51fa&#xff0c;\u5230\u6570\u636e\u63a5\u5165\u3001\u6e05\u6d17\u3001\u5efa\u6a21\u3001\u5e94\u7528\u3001\u8fd0\u7ef4\u3001\u8fed\u4ee3&#xff0c;\u6574\u4e2a\u751f\u547d\u5468\u671f\u7684\u9879\u76ee\u7ba1\u7406\u3001\u6c9f\u901a\u534f\u8c03\u3001\u98ce\u9669\u9884\u4f30\u548c\u7ed3\u679c\u515c\u5e95&#xff0c;\u662fAI\u65e0\u6cd5\u627f\u62c5\u7684\u3002<\/p>\n<\/li>\n<p>\u7ed3\u8bba\u662f&#xff1a;AI\u6700\u5f3a\u7684\u80fd\u529b\u662f\u201c\u6267\u884c\u201d\u548c\u201c\u590d\u5236\u201d&#xff0c;\u800c\u4f60\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u601d\u8003\u201d\u3001\u201c\u5224\u65ad\u201d\u548c\u201c\u521b\u9020\u201d\u3002 \u4f60\u7684\u65b0\u5b9a\u4f4d&#xff0c;\u4e0d\u5e94\u662fAI\u7684\u66ff\u4ee3\u54c1&#xff0c;\u800c\u5e94\u662f**\u201cAI\u9a7e\u9a76\u8231\u201d\u91cc\u7684\u6307\u6325\u5b98**\u3002<\/p>\n<h3>\u4e09\u3001 \u4e09\u5e74\u4e09\u671f&#xff1a;\u4ece\u65b0\u4eba\u5230\u4e13\u5bb6\u7684\u8fdb\u9636\u84dd\u56fe<\/h3>\n<p>\u4e0b\u9762&#xff0c;\u6211\u4eec\u8fdb\u5165\u672c\u6587\u6700\u6838\u5fc3\u7684\u90e8\u5206\u2014\u2014\u4e00\u4efd\u4e3a\u4f60\u91cf\u8eab\u5b9a\u5236\u7684\u4e09\u5e74\u6210\u957f\u8ba1\u5212\u3002<\/p>\n<h4>\u7b2c\u4e00\u671f&#xff1a;\u7b51\u57fa\u56fa\u672c&#xff08;\u7b2c1\u5e74&#xff09;\u2014\u2014 \u7ec3\u597d\u201c\u4e5d\u9633\u795e\u529f\u201d<\/h4>\n<p>&#x1f4a1; \u56fe\u6807\u70b9\u7f00&#xff1a;!https:\/\/via.placeholder.com\/20\/5bc0de\/000000?text&#061;!<\/p>\n<p>\u7b2c\u4e00\u5e74\u662f\u6253\u5730\u57fa\u7684\u5173\u952e\u65f6\u671f&#xff0c;\u76ee\u6807\u4e0d\u662f\u8ffd\u6c42\u65f6\u9ae6\u6280\u672f&#xff0c;\u800c\u662f\u5f62\u6210\u6b63\u786e\u7684\u601d\u7ef4\u6a21\u5f0f\u548c\u624e\u5b9e\u7684\u57fa\u672c\u529f\u3002<\/p>\n<p>1. \u6280\u672f\u7b51\u57fa&#xff1a;\u4ece\u201c\u4f1a\u7528\u201d\u5230\u201c\u7cbe\u901a\u201d<\/p>\n<ul>\n<li>SQL&#xff1a;\u4e0d\u4ec5\u8981\u5199\u5f97\u5bf9&#xff0c;\u66f4\u8981\u5199\u5f97\u5feb\u3001\u5199\u5f97\u597d&#xff08;\u4f18\u5316&#xff09;\u3002\u8981\u6df1\u5165\u7406\u89e3\u6267\u884c\u8ba1\u5212&#xff0c;\u77e5\u9053\u4e3a\u4ec0\u4e48WHERE\u5b50\u53e5\u4e2d\u7684\u51fd\u6570\u4f1a\u5bfc\u81f4\u7d22\u5f15\u5931\u6548\u3002<\/li>\n<li>Linux\/Shell&#xff1a;\u8fd9\u662f\u4f60\u4e0e\u670d\u52a1\u5668\u6253\u4ea4\u9053\u7684\u6839\u672c&#xff0c;\u57fa\u672c\u7684\u6587\u4ef6\u64cd\u4f5c\u3001\u8fdb\u7a0b\u7ba1\u7406\u3001\u65e5\u5fd7\u67e5\u770b\u5fc5\u987b\u719f\u7ec3\u3002<\/li>\n<li>\u4e00\u95e8\u6838\u5fc3\u7f16\u7a0b\u8bed\u8a00&#xff1a;Java\u6216Python\u3002\u81f3\u5c11\u638c\u63e1\u4e00\u95e8&#xff0c;\u7406\u89e3\u5176\u9762\u5411\u5bf9\u8c61\u3001\u6570\u636e\u7ed3\u6784\u3001\u5e76\u53d1\u6a21\u578b&#xff0c;\u8fd9\u662f\u4f60\u672a\u6765\u7406\u89e3\u66f4\u9ad8\u7ea7\u5206\u5e03\u5f0f\u8ba1\u7b97\u6846\u67b6&#xff08;\u5982Spark\u3001Flink&#xff09;\u7684\u57fa\u7840\u3002<\/li>\n<li>\u5927\u6570\u636e\u6846\u67b6&#xff1a;\u91cd\u70b9\u7406\u89e3HDFS\u3001Yarn\u3001Hive\u3001Spark\u7684\u6838\u5fc3\u539f\u7406&#xff0c;\u800c\u4e0d\u662f\u53ea\u4f1a\u7528\u3002\u6bd4\u5982&#xff0c;\u8981\u77e5\u9053MapReduce\u548cSpark\u8ba1\u7b97\u6a21\u578b\u7684\u6839\u672c\u533a\u522b\u3002<\/li>\n<\/ul>\n<p>2. 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align=\"left\">\u6570\u636e\u6cbb\u7406\u3001\u5143\u6570\u636e\u7ba1\u7406\u3001\u8d44\u6e90\u4f18\u5316\u3001Kubernetes<\/td>\n<td align=\"left\">\u642d\u5efa\u516c\u53f8\u7ea7\u6570\u636e\u4e2d\u53f0\u3001\u4f18\u5316\u5e73\u53f0\u6548\u7387<\/td>\n<td align=\"left\">\u6709\u5927\u5c40\u89c2&#xff0c;\u559c\u6b22\u8bbe\u8ba1\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6570\u636e\u4ed3\u5e93\u5efa\u6a21\u65b9\u5411<\/td>\n<td align=\"left\">\u7ef4\u5ea6\u5efa\u6a21\u3001\u6570\u636e\u7f51\u683c\u3001Data Vault<\/td>\n<td align=\"left\">\u6784\u5efa\u53ef\u590d\u7528\u3001\u6613\u7406\u89e3\u7684\u6570\u636e\u4ed3\u5e93<\/td>\n<td align=\"left\">\u903b\u8f91\u4e25\u8c28&#xff0c;\u5584\u4e8e\u62bd\u8c61\u5f52\u7eb3<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">BI\/\u6570\u636e\u5e94\u7528\u65b9\u5411<\/td>\n<td align=\"left\">\u53ef\u89c6\u5316\u539f\u7406\u3001\u6027\u80fd\u4f18\u5316\u3001\u4ea4\u4e92\u8bbe\u8ba1<\/td>\n<td align=\"left\">\u6784\u5efa\u9ad8\u6548\u3001\u76f4\u89c2\u7684\u6570\u636e\u4ea7\u54c1\u4e0e\u62a5\u8868<\/td>\n<td align=\"left\">\u8d34\u8fd1\u4e1a\u52a1&#xff0c;\u6709\u4ea7\u54c1\u601d\u7ef4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5efa\u8bae&#xff1a;\u7ed3\u5408\u4f60\u7b2c\u4e00\u5e74\u63a5\u89e6\u7684\u4e1a\u52a1&#xff0c;\u9009\u62e9\u4e00\u4e2a\u6700\u611f\u5174\u8da3\u3001\u4e5f\u6700\u6709\u53d1\u5c55\u524d\u666f\u7684\u65b9\u5411&#xff0c;\u6df1\u5165\u7814\u7a76\u4e0b\u53bb\u3002\u6bd4\u5982&#xff0c;\u5982\u679c\u4f60\u6240\u5728\u4e1a\u52a1\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8&#xff0c;\u90a3\u5c31\u679c\u65ad\u9009\u62e9Flink\u3002<\/p>\n<p>3. \u4e89\u53d6\u53c2\u4e0eAI\u76f8\u5173\u9879\u76ee&#xff0c;\u79ef\u7d2f\u8de8\u754c\u7ecf\u9a8c \u4e3b\u52a8\u5411leader\u8868\u8fbe\u610f\u613f&#xff0c;\u4e89\u53d6\u53c2\u4e0e\u4e00\u4e9b\u4e0eAI\u6a21\u578b\u76f8\u5173\u7684\u6570\u636e\u652f\u6491\u9879\u76ee\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u4e3a\u63a8\u8350\u7cfb\u7edf\u51c6\u5907\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6837\u672c&#xff08;\u7279\u5f81\u5de5\u7a0b&#xff09;\u3002<\/li>\n<li>\u4e3a\u98ce\u63a7\u6a21\u578b\u642d\u5efa\u5b9e\u65f6\u7279\u5f81\u5e73\u53f0\u3002 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Mesh\u3002<\/li>\n<li>\u4f18\u79c0\u7684\u5927\u578b\u8f6f\u4ef6\u67b6\u6784\u4e0e\u7f16\u7801\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u5e74\u76ee\u6807&#xff1a;\u5f62\u6210\u81ea\u5df1\u72ec\u7279\u7684\u4e13\u4e1a\u6807\u7b7e&#xff0c;\u8981\u4e48\u662f\u89e3\u51b3\u590d\u6742\u4e1a\u52a1\u95ee\u9898\u7684\u201c\u6570\u636eAI\u5e94\u7528\u4e13\u5bb6\u201d&#xff0c;\u8981\u4e48\u662f\u6784\u5efa\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u6570\u636e\u5e73\u53f0\u67b6\u6784\u5e08\u201d&#xff0c;\u5728\u56e2\u961f\u548c\u516c\u53f8\u5185\u6210\u4e3a\u8be5\u9886\u57df\u7684\u6280\u672f\u6807\u6746\u3002<\/p>\n<h3>\u56db\u3001 \u5b9e\u6218\u573a\u666f&#xff1a;\u770b\u201cAI\u534f\u4f5c\u8005\u201d\u5982\u4f55\u89e3\u51b3\u5b9e\u9645\u95ee\u9898<\/h3>\n<p>&#x1f4a1; 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city&#xff09;&#xff0c;\u884c\u4e3a\u65e5\u5fd7action_log&#xff08;\u5b57\u6bb5\u6709user_id, action_type, timestamp&#xff09;&#xff0c;\u5176\u4e2daction_type&#061;&#039;order\u2019\u8868\u793a\u4e0b\u5355\u3002\u8bf7\u5199\u4e00\u6bb5SQL&#xff0c;\u8ba1\u7b97\u6bcf\u4e2a\u57ce\u5e02\u7528\u6237\u7684\u4e0b\u5355\u8f6c\u5316\u7387&#xff08;\u4e0b\u5355\u7528\u6237\u6570\/\u603b\u7528\u6237\u6570&#xff09;\u3002\u201d 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