{"id":4806,"date":"2024-10-15T13:58:29","date_gmt":"2024-10-15T05:58:29","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4806"},"modified":"2024-10-15T13:58:29","modified_gmt":"2024-10-15T05:58:29","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%ba%94%e7%94%a8%e7%8e%af%e5%a2%83","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4806","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u7684\u5e94\u7528\u73af\u5883"},"content":{"rendered":"\n<p>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff0cRL\uff09\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u73af\u5883\uff0c\u5c24\u5176\u662f\u5728\u90a3\u4e9b\u9700\u8981\u901a\u8fc7\u8fde\u7eed\u51b3\u7b56\u6765\u4f18\u5316\u957f\u671f\u6536\u76ca\u7684\u4efb\u52a1\u4e2d\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u5e94\u7528\u73af\u5883\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>\u6e38\u620f\uff08Games\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b56\u7565\u6e38\u620f<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u5728\u89c6\u9891\u6e38\u620f\u548c\u68cb\u7c7b\u6e38\u620f\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6210\u5c31\uff0c\u4f8b\u5982\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8\u7684 <strong>AlphaGo<\/strong> \u6218\u80dc\u4eba\u7c7b\u9876\u5c16\u56f4\u68cb\u9009\u624b\u3002\u8fd9\u7c7b\u6e38\u620f\u6709\u660e\u786e\u7684\u89c4\u5219\u548c\u5956\u52b1\u4fe1\u53f7\uff0c\u9002\u5408\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u7b56\u7565\u4f18\u5316\u3002<\/li>\n\n\n\n<li><strong>\u7535\u5b50\u7ade\u6280\u6e38\u620f<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u88ab\u7528\u4e8e\u5f00\u53d1\u6e38\u620fAI\uff0c\u6bd4\u5982 <strong>Dota 2<\/strong> \u548c <strong>\u661f\u9645\u4e89\u9738 II<\/strong> \u4e2d\u7684 AI \u7cfb\u7edf\u3002\u667a\u80fd\u4f53\u901a\u8fc7\u5927\u91cf\u6e38\u620f\u5bf9\u5c40\u5b66\u4e60\u5982\u4f55\u5728\u590d\u6742\u7684\u6218\u573a\u73af\u5883\u4e2d\u4f5c\u51fa\u6700\u4f18\u7b56\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>\u673a\u5668\u4eba\u63a7\u5236\uff08Robotics\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u673a\u68b0\u81c2\u63a7\u5236<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u88ab\u5e94\u7528\u4e8e\u81ea\u52a8\u5316\u5de5\u5382\u4e2d\u7684\u673a\u5668\u4eba\uff0c\u5e2e\u52a9\u5b83\u4eec\u901a\u8fc7\u611f\u77e5\u73af\u5883\u3001\u81ea\u4e3b\u8c03\u6574\u63a7\u5236\u53c2\u6570\uff0c\u4ee5\u5b8c\u6210\u7269\u4f53\u6293\u53d6\u3001\u79fb\u52a8\u7b49\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u673a\u68b0\u81c2\u53ef\u4ee5\u901a\u8fc7\u8bd5\u9519\u5b66\u4e60\u5982\u4f55\u66f4\u7cbe\u786e\u5730\u6293\u53d6\u5f62\u72b6\u4e0d\u540c\u7684\u7269\u4f53\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u4e3b\u5bfc\u822a<\/strong>\uff1a\u673a\u5668\u4eba\u9700\u8981\u5728\u590d\u6742\u73af\u5883\u4e2d\u81ea\u52a8\u89c4\u5212\u8def\u5f84\u548c\u907f\u5f00\u969c\u788d\u7269\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u673a\u5668\u4eba\u5728\u672a\u77e5\u73af\u5883\u4e2d\u5b66\u4e60\u6700\u4f18\u8def\u5f84\uff0c\u5e94\u7528\u4e8e\u4ed3\u50a8\u3001\u914d\u9001\u3001\u6551\u63f4\u7b49\u573a\u666f\u4e2d\u7684\u65e0\u4eba\u9a7e\u9a76\u5c0f\u8f66\u6216\u673a\u5668\u4eba\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>\u81ea\u52a8\u9a7e\u9a76\uff08Autonomous Driving\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5316\u5b66\u4e60\u88ab\u5e7f\u6cdb\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u63a7\u5236\u7b56\u7565\u4f18\u5316\u3002\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u9700\u8981\u5728\u4e0d\u65ad\u53d8\u5316\u7684\u4ea4\u901a\u73af\u5883\u4e2d\uff0c\u4f5c\u51fa\u51b3\u7b56\u4ee5\u786e\u4fdd\u5b89\u5168\u884c\u9a76\u3002\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u53ef\u4ee5\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7684\u9a7e\u9a76\u60c5\u5883\uff0c\u4f8b\u5982\u907f\u5f00\u969c\u788d\u7269\u3001\u9075\u5b88\u4ea4\u901a\u89c4\u5219\u3001\u4ee5\u53ca\u4e0e\u5176\u4ed6\u8f66\u8f86\u4e92\u52a8\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>\u91d1\u878d\u4ea4\u6613\uff08Finance and Trading\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5316\u5b66\u4e60\u88ab\u7528\u4e8e\u81ea\u52a8\u5316\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\uff0c\u901a\u8fc7\u9884\u6d4b\u5e02\u573a\u8d8b\u52bf\u3001\u9009\u62e9\u6700\u4f73\u4e70\u5356\u65f6\u673a\u6765\u6700\u5927\u5316\u5229\u6da6\u3002\u667a\u80fd\u4f53\u901a\u8fc7\u5b66\u4e60\u5386\u53f2\u6570\u636e\u548c\u5e02\u573a\u53cd\u9988\uff0c\u9010\u6b65\u5f62\u6210\u4ea4\u6613\u7b56\u7565\uff0c\u5e76\u4e0d\u65ad\u8c03\u6574\u4ee5\u9002\u5e94\u5e02\u573a\u53d8\u5316\u3002<\/li>\n\n\n\n<li>\u5178\u578b\u5e94\u7528\u5305\u62ec <strong>\u7b97\u6cd5\u4ea4\u6613<\/strong> \u548c <strong>\u6295\u8d44\u7ec4\u5408\u7ba1\u7406<\/strong>\uff0c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4f1a\u6839\u636e\u5e02\u573a\u8d70\u52bf\u4e0d\u65ad\u4f18\u5316\u4ea4\u6613\u51b3\u7b56\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>\u63a8\u8350\u7cfb\u7edf\uff08Recommendation Systems\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u63a8\u8350\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u70b9\u51fb\u3001\u8d2d\u4e70\u7b49\u884c\u4e3a\u4f18\u5316\u63a8\u8350\u7b56\u7565\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u63a8\u8350\u7b97\u6cd5\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u52a8\u6001\u5730\u8c03\u6574\u63a8\u8350\u5185\u5bb9\uff0c\u4f7f\u5f97\u7528\u6237\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u83b7\u5f97\u66f4\u597d\u7684\u4e2a\u6027\u5316\u63a8\u8350\u4f53\u9a8c\u3002\u4f8b\u5982\uff0c<strong>\u7535\u5546\u5e73\u53f0<\/strong> \u6216 <strong>\u89c6\u9891\u5e73\u53f0<\/strong> \u5229\u7528\u5f3a\u5316\u5b66\u4e60\u6839\u636e\u7528\u6237\u53cd\u9988\u63a8\u8350\u66f4\u5408\u9002\u7684\u4ea7\u54c1\u6216\u5185\u5bb9\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>\u533b\u7597\u5065\u5eb7\uff08Healthcare\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5316\u5b66\u4e60\u5728\u533b\u7597\u9886\u57df\u4e5f\u6709\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5728\u4e2a\u6027\u5316\u6cbb\u7597\u3001\u836f\u7269\u7ec4\u5408\u4f18\u5316\u548c\u52a8\u6001\u7597\u6cd5\u63a8\u8350\u65b9\u9762\u3002\u4f8b\u5982\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u6839\u636e\u60a3\u8005\u7684\u75c5\u60c5\u53d8\u5316\uff0c\u5b66\u4e60\u5e76\u5236\u5b9a\u6700\u4f18\u7684\u6cbb\u7597\u8ba1\u5212\u3002\u5b83\u53ef\u4ee5\u5e94\u7528\u4e8e\u764c\u75c7\u6cbb\u7597\u3001\u6162\u6027\u75c5\u7ba1\u7406\uff0c\u751a\u81f3\u4f18\u5316 ICU \u75c5\u623f\u7684\u75c5\u4eba\u62a4\u7406\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u836f\u7269\u7814\u53d1<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u836f\u7269\u7814\u53d1\u4e2d\u63a2\u7d22\u6700\u4f73\u5b9e\u9a8c\u8def\u7ebf\uff0c\u52a0\u901f\u836f\u7269\u53d1\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>\u8d44\u6e90\u7ba1\u7406\u4e0e\u4f18\u5316\uff08Resource Management and Optimization\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u8ba1\u7b97\u673a\u8d44\u6e90\u8c03\u5ea6\u3001\u4e91\u8ba1\u7b97\u3001\u80fd\u6e90\u7ba1\u7406\u7b49\u9886\u57df\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u8d44\u6e90\u5206\u914d\u548c\u8c03\u5ea6\u7b56\u7565\u3002\u6bd4\u5982\u5728\u4e91\u8ba1\u7b97\u73af\u5883\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u7528\u4e8e\u6839\u636e\u4efb\u52a1\u7684\u9700\u6c42\u52a8\u6001\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\uff0c\u786e\u4fdd\u7cfb\u7edf\u5728\u9ad8\u6548\u8fd0\u884c\u7684\u540c\u65f6\u8282\u7701\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u5728\u667a\u80fd\u7535\u7f51\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u7528\u4e8e\u8c03\u8282\u80fd\u6e90\u7684\u751f\u4ea7\u548c\u6d88\u8017\uff0c\u5e2e\u52a9\u5b9e\u73b0\u4f9b\u9700\u5e73\u8861\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">8. <strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e0e\u5bf9\u8bdd\u7cfb\u7edf<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u667a\u80fd\u5bf9\u8bdd\u7cfb\u7edf<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e94\u7528\u4e8e\u804a\u5929\u673a\u5668\u4eba\u548c\u8bed\u97f3\u52a9\u624b\uff0c\u901a\u8fc7\u4e0e\u7528\u6237\u7684\u4e92\u52a8\u6765\u5b66\u4e60\u5982\u4f55\u751f\u6210\u66f4\u81ea\u7136\u3001\u8fde\u8d2f\u7684\u56de\u7b54\uff0c\u5e76\u4f18\u5316\u957f\u671f\u7528\u6237\u6ee1\u610f\u5ea6\u3002\u4f8b\u5982\uff0c<strong>\u8c37\u6b4c\u52a9\u624b<\/strong> \u548c <strong>\u4e9a\u9a6c\u900a Alexa<\/strong> \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6539\u8fdb\u5bf9\u8bdd\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c\u751f\u6210\u4e0e\u5185\u5bb9\u4f18\u5316<\/strong>\uff1a\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u673a\u5668\u751f\u6210\u7684\u6587\u672c\u8d28\u91cf\uff0c\u7279\u522b\u662f\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u6458\u8981\u751f\u6210\u548c\u5185\u5bb9\u521b\u4f5c\u4e2d\u3002\u667a\u80fd\u4f53\u901a\u8fc7\u7528\u6237\u53cd\u9988\u5b66\u4e60\u5982\u4f55\u751f\u6210\u66f4\u7b26\u5408\u8bed\u5883\u7684\u81ea\u7136\u8bed\u8a00\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">9. <strong>\u5e7f\u544a\u6295\u653e\u4e0e\u7ade\u4ef7\u7cfb\u7edf<\/strong><\/h3>\n\n\n\n<ul 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