{"id":36227,"date":"2021-03-22T00:58:14","date_gmt":"2021-03-21T16:58:14","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=36227"},"modified":"2021-02-23T15:18:11","modified_gmt":"2021-02-23T07:18:11","slug":"%e4%ba%ba%e5%a6%82%e4%bd%95%e5%b0%8d%e5%85%b7%e5%82%99%e4%ba%92%e5%8b%95%e5%bc%8f%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e7%9a%84%e6%99%ba%e6%85%a7%e7%b3%bb%e7%b5%b1%e7%94%a2%e7%94%9f%e4%bf%a1%e4%bb%bb","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=36227","title":{"rendered":"\u4eba\u5982\u4f55\u5c0d\u5177\u5099\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\u7684\u667a\u6167\u7cfb\u7d71\u7522\u751f\u4fe1\u4efb\u611f\uff1f"},"content":{"rendered":"<p><span style=\"color: #333399;\"><strong>\u6a5f\u5668\u5b78\u7fd2\u662f\u4e00\u500b\u8b93\u667a\u6167\u7cfb\u7d71\u53ef\u4ee5\u6839\u64da\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u8cc7\u6599\u7522\u51fa\u76f8\u5c0d\u61c9\u9810\u6e2c\u7d50\u679c\u7684\u65b9\u6cd5\uff0c\u50cf\u662f\u6211\u5011\u6bcf\u5929\u90fd\u6703\u5728\u793e\u7fa4\u5a92\u9ad4\u4e0a\u770b\u5230\u7684\u52d5\u614b\u8cbc\u6587\uff0c\u80cc\u5f8c\u6a5f\u5236\u5c31\u662f\u4ef0\u8cf4\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u7cfb\u7d71\u6703\u6839\u64da\u6211\u5011\u904e\u53bb\u700f\u89bd\u7d00\u9304\u6216\u662f\u8ddf\u6211\u5011\u5177\u6709\u985e\u4f3c\u559c\u597d\u670b\u53cb\u5011\u611f\u8208\u8da3\u7684\u5167\u5bb9\u4f86\u9810\u6e2c\u6211\u5011\u63a5\u4e0b\u4f86\u5c0d\u54ea\u4e9b\u5167\u5bb9\u611f\u8208\u8da3\uff0c\u9032\u800c\u512a\u5148\u63a8\u85a6\u9019\u4e9b\u6211\u5011\u5f88\u6709\u53ef\u80fd\u611f\u8208\u8da3\u7684\u8cbc\u6587\u5230\u793e\u7fa4\u7db2\u7ad9\u9996\u9801\u4f86\u5438\u5f15\u6211\u5011\u6ce8\u610f\u3002\u4e0d\u53ea\u662f\u793e\u7fa4\u7db2\u7ad9\u4e0a\u770b\u5f97\u5230\u6a5f\u5668\u5b78\u7fd2\u7684\u8e64\u5f71\uff0c\u7528\u624b\u6a5f\u6253\u5b57\u7684\u6642\u5019\uff0c\u624b\u6a5f\u8f38\u5165\u6cd5\u5728\u5075\u6e2c\u5230\u6211\u5011\u6253\u51fa\u524d\u5e7e\u500b\u5b57\u7684\u6642\u5019\u512a\u5148\u5217\u51fa\u54ea\u4e9b\u5019\u9078\u5b57\u8a5e\u8b93\u6211\u5011\u9078\u64c7\u4e5f\u662f\u6a5f\u5668\u5b78\u7fd2\u7684\u529f\u52de\uff0c\u4e00\u500b\u597d\u7684\u6f14\u7b97\u6cd5\u5c31\u6703\u6839\u64da\u4f7f\u7528\u8005\u904e\u53bb\u8f38\u5165\u7684\u5167\u5bb9\u4f86\u9810\u6e2c\u73fe\u5728\u4f7f\u7528\u8005\u6700\u6709\u53ef\u80fd\u9700\u8981\u7528\u5230\u7684\u8a5e\u5f59\uff0c\u8b93\u6211\u5011\u5f88\u5feb\u9078\u5230\u81ea\u5df1\u60f3\u8981\u7684\u5b57\u3002\u4eca\u5929\u5c07\u8ddf\u5927\u5bb6\u4ecb\u7d39\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7684\u4e00\u500b\u5206\u652f\u2014\u2014\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\uff0c\u4ee5\u53ca\u4eba\u5011\u5982\u4f55\u5c0d\u9019\u985e\u667a\u6167\u7cfb\u7d71\u7522\u751f\u4fe1\u4efb\u611f\u3002<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff0f\u694a\u671f\u862d<\/strong><\/p>\n<p><span style=\"color: #008080;\"><strong>\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2<\/strong><\/span><\/p>\n<p>\u96a8\u8457\u8d8a\u4f86\u8d8a\u591a\u7814\u7a76\u8005\u6295\u5165\u4eba\u5de5\u667a\u6167\u9818\u57df\u767c\u5c55\uff0c\u73fe\u5728\u9664\u4e86\u8b93\u6a5f\u5668\u6839\u64da\u958b\u767c\u8005\u9935\u7d66\u5b83\u7684training data\uff08\u8a13\u7df4\u8cc7\u6599\u96c6\uff09\u4f86\u8fa8\u8b58\u8207\u9810\u6e2c\u4e4b\u5916\uff0c\u8fd1\u5e74\u4f86\u88ab\u63d0\u51fa\u7528\u5728\u63d0\u5347\u6a5f\u5668\u8fa8\u8b58\/\u9810\u6e2c\u6e96\u78ba\u7387\u7684\u65b9\u6cd5\u5c31\u662f\u8b93\u300c\u4eba\u300d\u52a0\u5165\u9019\u500b\u6a5f\u5668\u5b78\u7fd2\u7684\u904e\u7a0b\u4e2d\uff0c\u4e5f\u5c31\u662fhuman-in-the-loop\uff0c\u8b93\u4f7f\u7528\u8005\u770b\u5230\u6a5f\u5668\u5b78\u7fd2\u7684\u8fa8\u8b58\u7d50\u679c\u5f8c\uff0c\u63d0\u4f9b\u5373\u6642\u56de\u994b\u8b93\u6a5f\u5668\u53ef\u4ee5\u7acb\u5373\u66f4\u65b0\u8cc7\u6599\u5eab\uff0c\u9032\u800c\u5728\u4e0b\u6b21\u9810\u6e2c\u4e2d\u9054\u5230\u66f4\u6e96\u78ba\u7684\u7d50\u679c\u3002\u7814\u7a76\u8005\u5011\u5c07\u9019\u500b\u300c\u4eba\u52a0\u5165\u6a5f\u5668\u5b78\u7fd2\u6b77\u7a0b\u300d\u7684\u65b9\u6cd5\u7a31\u4f5c<em>\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2<\/em>(interactive machine learning) [1]\u3002<\/p>\n<p>\u76ee\u524d\u5e02\u9762\u4e0a\u4e5f\u6709\u4e00\u4e9b\u7db2\u8def\u670d\u52d9\u662f\u900f\u904e\u9019\u7a2e\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\u4f86\u63d0\u5347\u4f7f\u7528\u8005\u9ad4\u9a57\uff0c\u8209\u4f8b\u4f86\u8aaa\uff0c\u7576\u6211\u5011\u9032\u5165YouTube\u9996\u9801\u6642\uff0c\u6703\u770b\u5230\u5f88\u591a\u7cfb\u7d71\u63a8\u85a6\u7684\u983b\u9053\uff0c\u5927\u90e8\u5206\u90fd\u6703\u662f\u6211\u5011\u611f\u8208\u8da3\u7684\uff0c\u4f46\u6709\u6642\u5019\u4e5f\u6703\u770b\u5230\u4e00\u4e9b\u983b\u9053\u662f\u6211\u5011\u4e0d\u611f\u8208\u8da3\u7684\uff0c\u9019\u6642\u5019\u9ede\u5f71\u7247\u53f3\u4e0b\u89d2\u5c31\u53ef\u4ee5\u9078\u64c7\u4e00\u500b\u300c\u6211\u4e0d\u611f\u8208\u8da3\u300d\u7684\u9078\u9805\uff0c\u9ede\u4e0b\u53bb\u5f8c\u63a8\u85a6\u7cfb\u7d71\u7684\u6f14\u7b97\u6cd5\u5c31\u6703\u77e5\u9053\u9019\u500b\u4f7f\u7528\u8005\u5c0d\u9019\u500b\u983b\u9053\u6c92\u8208\u8da3\uff0c\u4e26\u4e14\u66f4\u65b0\u4e0b\u4e00\u6b21\u5b83\u7684\u63a8\u85a6\u7d50\u679c\uff0c\u53ea\u8981\u4f7f\u7528\u8005\u6709\u63d0\u4f9b\u9019\u4e9b\u56de\u994b\uff08feedback\uff09\u8b93\u7cfb\u7d71\u77e5\u9053\u81ea\u5df1\u7684\u559c\u597d\uff0c\u7cfb\u7d71\u66f4\u65b0\u5f8c\u7684\u63a8\u85a6\u5c31\u8d8a\u80fd\u5920\u7cbe\u6e96\u7684\u547d\u4e2d\u4f7f\u7528\u8005\u7684\u6f5b\u5728\u559c\u597d\u3002\u9019\u5c31\u662f\u4e00\u500b\u900f\u904e\u8490\u96c6\u4f7f\u7528\u8005\u56de\u994b\u4f86\u66f4\u65b0\u7cfb\u7d71\u9810\u6e2c\u7d50\u679c\u7684\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\u4f8b\u5b50\u3002<\/p>\n<figure id=\"attachment_36233\" aria-describedby=\"caption-attachment-36233\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-36233\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/01-2.png\" alt=\"\" width=\"300\" height=\"450\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/01-2.png 668w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/01-2-200x300.png 200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-36233\" class=\"wp-caption-text\">Photo by LinkedIn Sales Navigator on Unsplash<\/figcaption><\/figure>\n<p><strong><span style=\"color: #008080;\">\u4f7f\u7528\u8005\u5c0d\u667a\u6167\u7cfb\u7d71\u7684\u4fe1\u4efb\u611f\u6703\u53d7\u4ec0\u9ebc\u56e0\u7d20\u5f71\u97ff\uff1f<\/span><\/strong><\/p>\n<p>\u7576\u6211\u5011\u8207\u5404\u7a2e\u5177\u5099\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\u7684\u667a\u6167\u7cfb\u7d71\u4e92\u52d5\u7684\u6642\u5019\uff0c\u5c0d\u5b83\u7684\u4fe1\u4efb\u611f\u4e0d\u50c5\u6703\u5f71\u97ff\u6574\u9ad4\u9ad4\u9a57\uff0c\u4e5f\u6703\u5f71\u97ff\u6211\u5011\u672a\u4f86\u9858\u4e0d\u9858\u610f\u7e7c\u7e8c\u4f7f\u7528\u5b83\u3002\u8a66\u60f3\u6211\u5011\u5728\u793e\u7fa4\u5a92\u9ad4\u4e0a\u770b\u670b\u53cb\u7684\u8cbc\u6587\uff0c\u5982\u679c\u793e\u7fa4\u5a92\u9ad4\u512a\u5148\u8b93\u4f7f\u7528\u8005\u770b\u5230\u81ea\u5df1\u7279\u5225\u5728\u610f\u7684\u670b\u53cb\u5011\u7684\u8cbc\u6587\uff0c\u4f7f\u7528\u8005\u5c31\u6703\u8d8a\u4f86\u8d8a\u60f3\u7e7c\u7e8c\u505c\u7559\u5728\u9019\u500b\u670d\u52d9\u88e1\uff0c\u4f46\u5982\u679c\u5b83\u76e1\u662f\u63a8\u85a6\u8ddf\u81ea\u5df1\u751f\u6d3b\u5f88\u4e0d\u76f8\u95dc\u7684\u4eba\u5011\u7684\u7167\u7247\uff0c\u4e45\u800c\u4e45\u4e4b\u4f7f\u7528\u8005\u5c31\u6703\u958b\u59cb\u4e0d\u4fe1\u8cf4\u9019\u500b\u670d\u52d9\u7684\u6f14\u7b97\u6cd5\u800c\u6c7a\u5b9a\u96e2\u958b\u3002<\/p>\n<p><strong><span style=\"color: #008080;\">\u7cfb\u7d71\u7684\u89e3\u91cb\u6027<\/span><\/strong><\/p>\n<p>\u5728\u9019\u985e\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u4e2d\uff0c\u7cfb\u7d71\u63a8\u85a6\u7684\u7d50\u679c\u80fd\u4e0d\u80fd\u8b93\u4f7f\u7528\u8005\u7406\u89e3\u80cc\u5f8c\u904b\u4f5c\u539f\u7406\u4fbf\u662f\u4e00\u500b\u91cd\u8981\u6307\u6a19\uff0c\u300c\u7cfb\u7d71\u53ef\u89e3\u91cb\u6027\u300d(explainability) \u6307\u7684\u5c31\u662f\u7576\u7cfb\u7d71\u7d66\u51fa\u4e00\u500b\u63a8\u85a6\u7d50\u679c\u5f8c\uff0c\u4e5f\u6703\u63d0\u4f9b\u76f8\u5c0d\u61c9\u7684\u89e3\u8aaa\uff0c\u8b93\u4f7f\u7528\u8005\u660e\u767d\u70ba\u4ec0\u9ebc\u81ea\u5df1\u6703\u5728\u9019\u500b\u6642\u9593\u9ede\u770b\u5230\u67d0\u4e00\u5247\u8cbc\u6587\u6216\u662f\u70ba\u4ec0\u9ebc\u81ea\u5df1\u6703\u88ab\u63a8\u85a6\u67d0\u500b\u983b\u9053\uff0c\u662f\u6839\u64da\u81ea\u5df1\u7684\u700f\u89bd\u7d00\u9304\uff1f\u9084\u662f\u6709\u5176\u4ed6\u8cc7\u6599\u88ab\u7d0d\u5165\u9019\u4e9b\u63a8\u85a6\u7cfb\u7d71\u7684\u8003\u616e\uff1f\u7576\u4f7f\u7528\u8005\u4e86\u89e3\u7cfb\u7d71\u904b\u4f5c\u6a5f\u5236\uff0c\u5c0d\u9019\u500b\u667a\u6167\u7cfb\u7d71\u7684\u4fe1\u4efb\u611f\u5c31\u6703\u63d0\u5347\u3002<\/p>\n<p>\u9019\u5176\u5be6\u5c31\u5982\u540c\u6211\u5011\u8ddf\u4f34\u4fb6\u76f8\u8655\u4e00\u6a23\uff0c\u5169\u500b\u4eba\u76f8\u8655\u5176\u5be6\u5c31\u662f\u5169\u500b\u667a\u6167\u7684\u500b\u9ad4\u5728\u4e92\u52d5\uff0c\u7576\u4f34\u4fb6\u505a\u51fa\u67d0\u500b\u884c\u70ba\u5f8c\uff0c\u82e5\u90fd\u4e0d\u8ddf\u4f60\u8aaa\u70ba\u4ec0\u9ebc\u4ed6\u9019\u9ebc\u505a\uff0c\u7576\u4f60\u4e0d\u80fd\u7406\u89e3\u7684\u6642\u5019\u5c31\u6703\u8b93\u5f7c\u6b64\u4e4b\u9593\u958b\u59cb\u51fa\u73fe\u4fe1\u4efb\u7684\u88c2\u75d5\uff1b\u5982\u679c\u5c0d\u65b9\u7e3d\u662f\u80fd\u6e05\u695a\u7684\u8b93\u4f60\u77e5\u9053\u70ba\u4ec0\u9ebc\u4ed6\/\u5979\u70ba\u4ec0\u9ebc\u9019\u6642\u5019\u60f3\u6253\u96fb\u8a71\u4f86\u6216\u662f\u70ba\u4ec0\u9ebc\u67d0\u4e9b\u6642\u5019\u60f3\u7368\u8655\uff0c\u4e00\u65e6\u5c0d\u65b9\u63d0\u4f9b\u4e86\u9019\u4e9b\u884c\u70ba\u7684\u89e3\u91cb\uff0c\u96d9\u65b9\u5c0d\u5f7c\u6b64\u7684\u4fe1\u4efb\u611f\u81ea\u7136\u800c\u7136\u4e5f\u6703\u63d0\u5347\u3002<\/p>\n<p><strong><span style=\"color: #008080;\">\u4f7f\u7528\u8005\u7684\u56de\u994b\u662f\u5426\u88ab\u63a1\u7d0d<\/span><\/strong><\/p>\n<p>\u4f46\u662f\u667a\u6167\u7cfb\u7d71\u9664\u4e86\u63d0\u4f9b\u89e3\u91cb\u9084\u4e0d\u5920\uff0c\u7814\u7a76\u767c\u73fe\u7576\u4e00\u500b\u667a\u6167\u7cfb\u7d71\u7684\u8fa8\u8b58\u6e96\u78ba\u5ea6\u4e0d\u5920\u9ad8\u7684\u6642\u5019\uff0c\u5982\u679c\u53ea\u63d0\u4f9b\u89e3\u91cb\u8aaa\u660e\u70ba\u4ec0\u9ebc\u9019\u500b\u7cfb\u7d71\u6703\u904b\u4f5c\u4e0d\u5920\u597d\uff0c\u4f46\u662f\u6c92\u6709\u7ba1\u9053\u8b93\u4f7f\u7528\u8005\u63d0\u51fa\u56de\u994b\uff0c\u9019\u53cd\u800c\u6703\u964d\u4f4e\u4f7f\u7528\u8005\u5c0d\u5b83\u7684\u4fe1\u4efb\u611f\u3002\u4f46\u662f\u5982\u679c\u9019\u6642\u5019\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u6709\u6a5f\u6703\u63d0\u4f9b\u56de\u994b(feedback)\uff0c\u8b93\u4f7f\u7528\u8005\u6307\u51fa\u7cfb\u7d71\u54ea\u88e1\u5206\u985e\u4e0d\u5920\u597d\u6216\u662f\u54ea\u4e9b\u63a8\u85a6\u662f\u81ea\u5df1\u4e0d\u9700\u8981\u7684\uff0c\u4e26\u4e14\u4f7f\u7528\u8005\u4e5f\u660e\u78ba\u77e5\u9053\u7cfb\u7d71\u6703\u63a1\u7d0d\u9019\u4e9b\u56de\u994b\u7684\u8a71\uff0c\u5982\u6b64\u4e00\u4f86\u4eba\u5011\u5c31\u6703\u66f4\u52a0\u4fe1\u8cf4\u9019\u500b\u7cfb\u7d71\uff0c\u76f8\u4fe1\u5b83\u6703\u8abf\u6574\u4e0b\u4e00\u6b21\u7684\u5206\u985e\u9810\u6e2c\u7d50\u679c\uff0c\u4e5f\u4fe1\u4efb\u5b83\u6703\u8d8a\u4f86\u8d8a\u6e96\u78ba [2]\u3002<\/p>\n<p>\u5982\u540c\u6211\u5011\u8ddf\u4f34\u4fb6\u76f8\u8655\u4e00\u6a23\uff0c\u5982\u679c\u4f34\u4fb6\u505a\u51fa\u4e86\u67d0\u500b\u6211\u5011\u4e0d\u559c\u6b61\u7684\u884c\u70ba\uff0c\u5c0d\u65b9\u5617\u8a66\u89e3\u91cb\u70ba\u4ec0\u9ebc\u505a\u51fa\u9019\u884c\u70ba\uff0c\u63a5\u8457\u6211\u5011\u5617\u8a66\u7d66\u51fa\u56de\u994b\u60f3\u8b93\u5c0d\u65b9\u8abf\u6574\u884c\u70ba\uff0c\u8a66\u8457\u8ddf\u5c0d\u65b9\u8aaa\uff1a\u300c\u6211\u4e0d\u559c\u6b61\u4f60\/\u59b3\u7684\u9019\u500b\u884c\u70ba\u300d\uff0c\u4e0b\u4e00\u6b21\u4e92\u52d5\u767c\u73fe\u5c0d\u65b9\u90fd\u6c92\u6709\u6539\u8b8a\u7684\u8a71\uff0c\u5169\u4eba\u95dc\u4fc2\u5c31\u6703\u958b\u59cb\u51fa\u73fe\u88c2\u75d5\uff1b\u76f8\u53cd\u5730\uff0c\u5982\u679c\u5c0d\u65b9\u6709\u63a1\u7d0d\u4f60\u7684\u56de\u994b\uff0c\u8a66\u8457\u6539\u8b8a\u81ea\u5df1\u4e0b\u4e00\u6b21\u7684\u884c\u70ba\u7684\u8a71\uff0c\u4f60\u5c31\u6703\u89ba\u5f97\u5c0d\u65b9\u503c\u5f97\u4fe1\u8cf4\uff0c\u4e5f\u81ea\u7136\u9858\u610f\u4e00\u76f4\u8ddf\u4f34\u4fb6\u76f8\u8655\u4e0b\u53bb\u3002<\/p>\n<figure id=\"attachment_36234\" aria-describedby=\"caption-attachment-36234\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-36234\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/03-1.png\" alt=\"\" width=\"300\" height=\"450\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/03-1.png 668w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/03-1-200x300.png 200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-36234\" class=\"wp-caption-text\">Photo by Priscilla Du Preez on Unsplash<\/figcaption><\/figure>\n<p><strong><span style=\"color: #008080;\">\u300c\u7d66\u51fa\u89e3\u91cb\u300d\u4e26\u300c\u63a1\u7d0d\u5efa\u8b70\u300d\u8b93\u6211\u5011\u66f4\u52a0\u4fe1\u4efb\u53e6\u4e00\u500b\u667a\u6167\u7684\u500b\u9ad4<\/span><\/strong><\/p>\n<p>\u5177\u5099\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\u7684\u667a\u6167\u7cfb\u7d71\u8d8a\u4f86\u8d8a\u666e\u53ca\u65bc\u6bcf\u500b\u4eba\u7684\u751f\u6d3b\u4e2d\uff0c\u8eab\u70ba\u9019\u4e9b\u7cfb\u7d71\u7684\u958b\u767c\u8005\u8207\u8a2d\u8a08\u8005\uff0c\u9700\u8981\u63d0\u9192\u81ea\u5df1\u5728\u8a2d\u8a08\u7684\u540c\u6642\u5fc5\u9808\u8b93\u7cfb\u7d71\u5177\u5099\u53ef\u89e3\u91cb\u6027\uff0c\u4e26\u4e14\u8981\u9032\u4e00\u6b65\u8b93\u4f7f\u7528\u8005\u611f\u53d7\u5230\u5979\/\u4ed6\u63d0\u4f9b\u7684\u56de\u994b\u6709\u88ab\u7cfb\u7d71\u63a1\u7d0d\uff1b\u800c\u8eab\u70ba\u9019\u4e9b\u667a\u6167\u7cfb\u7d71\u6bcf\u4e00\u500b\u4f7f\u7528\u8005\uff0c\u4e86\u89e3\u5230\u6211\u5011\u6bcf\u5929\u5176\u5be6\u90fd\u662f\u5728\u8ddf\u4e0d\u540c\u7684\u667a\u6167\u500b\u9ad4\u76f8\u8655\uff0c\u5982\u679c\u8981\u63d0\u5347\u81ea\u5df1\u8207\u65c1\u4eba\u76f8\u8655\u6642\u5c0d\u5f7c\u6b64\u7684\u4fe1\u4efb\u611f\uff0c\u9069\u6642\u8aaa\u660e\u81ea\u5df1\u884c\u70ba\u7684\u7406\u7531\uff0c\u4e26\u4e14\u958b\u653e\u5730\u63a1\u7d0d\u65c1\u4eba\u7684\u5efa\u8b70\u8207\u56de\u994b\uff0c\u4e5f\u8a31\u80fd\u8b93\u4f60\u5011\u5f7c\u6b64\u7684\u4fe1\u4efb\u611f\u5927\u5927\u63d0\u5347\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f5c\u8005\uff1a\u6771\u4eac\u5927\u5b78 \u5b78\u969b\u60c5\u5831\u5b78 \u694a\u671f\u862d \uff08\u641c\u5c0b\u300c\u4eba\u6a5f\u5171\u751f\u4f60\u6211\u5b83\u300d\u4e86\u89e3\u66f4\u591a\uff09<\/p>\n<p>&nbsp;<\/p>\n<p>\u53c3\u8003\u8cc7\u6599\uff1a<\/p>\n<ol>\n<li>Interactive machine learning. (n.d.). Retrieved February 07, 2021, from https:\/\/courses.media.mit.edu\/2013fall\/mass62\/<\/li>\n<li>Smith-Renner, A., Fan, R., Birchfield, M., Wu, T., Boyd-Graber, J., Weld, D. S., &amp; Findlater, L. (2020, April). No explainability without accountability: An empirical study of explanations and feedback in interactive ml. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (pp. 1-13).<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u5668\u5b78\u7fd2\u662f\u4e00\u500b\u8b93\u667a\u6167\u7cfb\u7d71\u53ef\u4ee5\u6839\u64da\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u8cc7\u6599\u7522\u51fa\u76f8\u5c0d\u61c9\u9810\u6e2c\u7d50\u679c\u7684\u65b9\u6cd5\uff0c\u50cf\u662f\u6211\u5011\u6bcf\u5929\u90fd\u6703\u5728\u793e\u7fa4\u5a92\u9ad4\u4e0a\u770b\u5230\u7684\u52d5\u614b\u8cbc\u6587\uff0c\u80cc\u5f8c\u6a5f\u5236\u5c31\u662f\u4ef0\u8cf4\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u7cfb\u7d71\u6703\u6839\u64da\u6211\u5011\u904e\u53bb\u700f\u89bd\u7d00\u9304\u6216\u662f\u8ddf\u6211\u5011\u5177\u6709\u985e\u4f3c\u559c\u597d\u670b\u53cb\u5011\u611f\u8208\u8da3\u7684\u5167\u5bb9\u4f86\u9810\u6e2c\u6211\u5011\u63a5\u4e0b\u4f86\u5c0d\u54ea\u4e9b\u5167\u5bb9\u611f\u8208\u8da3\uff0c\u9032\u800c\u512a\u5148\u63a8\u85a6\u9019\u4e9b\u6211\u5011\u5f88\u6709\u53ef\u80fd\u611f\u8208\u8da3\u7684\u8cbc\u6587\u5230\u793e\u7fa4\u7db2\u7ad9\u9996\u9801\u4f86\u5438\u5f15\u6211\u5011\u6ce8\u610f\u3002\u4e0d\u53ea\u662f\u793e\u7fa4\u7db2\u7ad9\u4e0a\u770b\u5f97\u5230\u6a5f\u5668\u5b78\u7fd2\u7684\u8e64\u5f71\uff0c\u7528\u624b\u6a5f\u6253\u5b57\u7684\u6642\u5019\uff0c\u624b\u6a5f\u8f38\u5165\u6cd5\u5728\u5075\u6e2c\u5230\u6211\u5011\u6253\u51fa\u524d\u5e7e\u500b\u5b57\u7684\u6642\u5019\u512a\u5148\u5217\u51fa\u54ea\u4e9b\u5019\u9078\u5b57\u8a5e\u8b93\u6211\u5011\u9078\u64c7\u4e5f\u662f\u6a5f\u5668\u5b78\u7fd2\u7684\u529f\u52de\uff0c\u4e00\u500b\u597d\u7684\u6f14\u7b97\u6cd5\u5c31\u6703\u6839\u64da\u4f7f\u7528\u8005\u904e\u53bb\u8f38\u5165\u7684\u5167\u5bb9\u4f86\u9810\u6e2c\u73fe\u5728\u4f7f\u7528\u8005\u6700\u6709\u53ef\u80fd\u9700\u8981\u7528\u5230\u7684\u8a5e\u5f59\uff0c\u8b93\u6211\u5011\u5f88\u5feb\u9078\u5230\u81ea\u5df1\u60f3\u8981\u7684\u5b57\u3002\u4eca\u5929\u5c07\u8ddf\u5927\u5bb6\u4ecb\u7d39\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7684\u4e00\u500b\u5206\u652f\u2014\u2014\u4e92\u52d5\u5f0f\u6a5f\u5668\u5b78\u7fd2\uff0c\u4ee5\u53ca\u4eba\u5011\u5982\u4f55\u5c0d\u9019\u985e\u667a\u6167\u7cfb\u7d71\u7522\u751f\u4fe1\u4efb\u611f\u3002<\/p>\n","protected":false},"author":20,"featured_media":36233,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/02\/01-2.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/36227"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36227"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/36227\/revisions"}],"predecessor-version":[{"id":36236,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/36227\/revisions\/36236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/36233"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}