{"id":284746,"date":"2025-01-15T10:29:50","date_gmt":"2025-01-15T10:29:50","guid":{"rendered":"https:\/\/clarivate.com\/academia-government\/?p=284746"},"modified":"2025-01-21T02:05:17","modified_gmt":"2025-01-21T02:05:17","slug":"good-book-recommendations-10-classic-ai-books","status":"publish","type":"post","link":"https:\/\/clarivate.com\/academia-government\/zh\/blog\/good-book-recommendations-10-classic-ai-books\/","title":{"rendered":"\u597d\u66f8\u63a8\u85a6\uff1a10\u672c AI \u7d93\u5178\u66f8\u7c4d"},"content":{"rendered":"<p>\u8fd1\u5e74\u4f86\uff0c<strong>\u4eba\u5de5\u667a\u6167\uff08AI\uff09<\/strong>\u7814\u7a76\u7684\u71b1\u5ea6\u6301\u7e8c\u589e\u9577\uff0c\u9019\u4e00\u8da8\u52e2\u5728\u5168\u7403\u7bc4\u570d\u5167\u5f97\u5230\u4e86\u5ee3\u6cdb\u7684\u95dc\u6ce8\u548c\u9ad4\u73fe\u3002 \u5728AI\u9818\u57df\uff0c\u6709\u8a31\u591a\u5916\u6587\u66f8\u7c4d\u88ab\u5ee3\u6cdb\u8a8d\u70ba\u662f\u7d93\u5178\u4e4b\u4f5c\uff0c\u5b83\u5011\u4e0d\u50c5\u70ba\u8b80\u8005\u63d0\u4f9b\u4e86\u6df1\u5165\u7684\u7406\u8ad6\u57fa\u790e\uff0c\u9084\u6db5\u84cb\u4e86\u5be6\u52d9\u6848\u4f8b\u548c\u6700\u65b0\u7684\u6280\u8853\u9032\u5c55\u3002<br \/>\n\u672c\u7bc7\u63a8\u85a6 <strong>10 \u672c AI<\/strong> \u9818\u57df\u7d93\u5178\u66f8\u7c4d\uff0c\u8b80\u8005\u53ef\u901a\u904e<strong> Ebook Central<\/strong> \u5e73\u53f0\u53ef\u67e5\u95b1\u9019\u4e9b\u66f8\u7c4d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-284799 aligncenter\" src=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127.jpg\" alt=\"\" width=\"991\" height=\"196\" srcset=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127.jpg 1305w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127-300x59.jpg 300w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127-1024x202.jpg 1024w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127-768x152.jpg 768w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100127-202x40.jpg 202w\" sizes=\"auto, (max-width: 991px) 100vw, 991px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-284800 aligncenter\" src=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141.jpg\" alt=\"\" width=\"991\" height=\"196\" srcset=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141.jpg 1315w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141-300x59.jpg 300w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141-1024x202.jpg 1024w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141-768x152.jpg 768w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/\u5fae\u4fe1\u622a\u56fe_20250121100141-202x40.jpg 202w\" sizes=\"auto, (max-width: 991px) 100vw, 991px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>1. Deep Learning<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u6df1\u5ea6\u5b78\u7fd2\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Goodfellow\uff0c Ian\uff08GAN \u4e4b\u7236\u3001DeepMind \u7814\u7a76\u79d1\u5b78\u5bb6\uff09; Bengio\uff0c Yoshua\uff08AI \u6559\u7236\u3001\u52a0\u62ff\u5927\u8a08\u7b97\u6a5f\u79d1\u5b78\u5bb6\uff09; Courville\uff0c Aaron\uff08\u8499\u7279\u5229\u723e\u5927\u5b78\u8a08\u7b97\u6a5f\u5b78\u9662\u6559\u6388\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>MIT Press<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300aDeep Learning\u300b\u7531 Ian Goodfellow\u3001Yoshua Bengio \u548c Aaron Courville \u5408\u8457\uff0c\u9019\u672c\u66f8\u88ab\u5ee3\u6cdb\u8a8d\u70ba\u662f\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df\u7684\u8056\u7d93\u3002 \u6df1\u5ea6\u5b78\u7fd2\u662f\u4e00\u7a2e\u6a5f\u5668\u5b78\u7fd2\uff0c\u900f\u904e\u6982\u5ff5\u968e\u5c64\u65b9\u5f0f\uff0c\u8b93\u96fb\u8166\u5f9e\u7d93\u9a57\u4e2d\u5b78\u7fd2\uff0c\u9032\u800c\u7406\u89e3\u4e16\u754c\u3002\u7531\u65bc\u53ef\u5229\u7528\u7d93\u9a57\u7d2f\u7a4d\u77e5\u8b58\uff0c\u56e0\u6b64\u7121\u9808\u4eba\u70ba\u64cd\u63a7\u4f86\u6307\u5b9a\u96fb\u8166\u6240\u9700\u7684\u5168\u90e8\u77e5\u8b58\u3002\u6982\u5ff5\u968e\u5c64\u5bb9\u8a31\u96fb\u8166\u7d93\u7531\u7c21\u55ae\u6982\u5ff5\u5efa\u7f6e\u8207\u5b78\u7fd2\u66f4\u8907\u96dc\u7684\u6982\u5ff5\uff0c\u5176\u4e2d\u7d44\u6210\u7684\u968e\u5c64\u5716\u6703\u5448\u73fe\u51fa\u591a\u5c64\u6df1\u5ea6\u6846\u67b6\u3002\u672c\u66f8\u5167\u5bb9\u6db5\u84cb\u5ee3\u6cdb\u7684\u6df1\u5ea6\u5b78\u7fd2\u4e3b\u984c \u3002<br \/>\n\u672c\u66f8\u9069\u5408\u6253\u7b97\u6295\u5165\u6df1\u5ea6\u5b78\u7fd2\u696d\u754c\u6216\u7814\u7a76\u9818\u57df\u7684\u5927\u5b78\u751f\u8207\u7814\u7a76\u751f\uff0c\u4ee5\u53ca\u60f3\u8981\u5728\u8cc7\u8a0a\u7522\u54c1\u6216\u5e73\u53f0\u4e2d\u7d0d\u5165\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u7684\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u95b1\u8b80\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2. Deep Learning: Foundations and Concepts<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u6df1\u5ea6\u5b78\u7fd2\uff1a\u57fa\u790e\u8207\u6982\u5ff5\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Bishop\uff0c Christopher M.\uff08\u5fae\u8edf\u528d\u6a4b\u7814\u7a76\u9662\u5be6\u9a57\u5ba4\u4e3b\u4efb\u3001\u611b\u4e01\u5821\u5927\u5b78\u8a08\u7b97\u6a5f\u79d1\u5b78\u69ae\u8b7d\u6559\u6388\u53ca\u528d\u6a4b\u5927\u5b78\u9054\u723e\u6587\u5b78\u9662\u9662\u58eb\uff09; Bishop\uff0c Hugh\uff08\u502b\u6566\u6df1\u5ea6\u5b78\u7fd2\u81ea\u52d5\u99d5\u99db\u516c\u53f8 Wayve \u61c9\u7528\u79d1\u5b78\u5bb6\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Springer<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u672c\u66f8\u5c0d\u652f\u6490\u6df1\u5ea6\u5b78\u7fd2\u7684\u6838\u5fc3\u601d\u60f3\u9032\u884c\u4e86\u5168\u9762\u6df1\u5165\u7684\u95e1\u8ff0\uff0c\u9069\u5408\u6a5f\u5668\u5b78\u7fd2\u65b0\u624b\u548c\u5df2\u6709\u7d93\u9a57\u7684\u5c08\u696d\u4eba\u58eb\u95b1\u8b80\u3002 \u66f8\u4e2d\u6db5\u84cb\u4e86\u8207\u67b6\u69cb\u548c\u6280\u8853\u76f8\u95dc\u7684\u95dc\u9375\u6982\u5ff5\uff0c\u70ba\u8b80\u8005\u672a\u4f86\u7684\u5c08\u696d\u767c\u5c55\u63d0\u4f9b\u4e86\u5805\u5be6\u7684\u7406\u8ad6\u57fa\u790e\uff0c\u4ee5\u4fbf\u672a\u4f86\u53ef\u80fd\u7684\u5c08\u696d\u5316\u3002\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df\u6b63\u5728\u5feb\u901f\u767c\u5c55\u3002Bishop\u5728\u672c\u66f8\u4e2d\u63d0\u7149\u4e86\u95dc\u9375\u601d\u60f3\uff0c\u800c\u4e0d\u662f\u7e3d\u7d50\u6700\u65b0\u7684\u7814\u7a76\u9032\u5c55\uff0c\u4ee5\u78ba\u4fdd\u672c\u66f8\u6240\u5448\u73fe\u7684\u57fa\u790e\u548c\u6982\u5ff5\u80fd\u5920\u7d93\u53d7\u4f4f\u6642\u9593\u7684\u8003\u9a57\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>3. Neural Networks and Deep Learning<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u795e\u7d93\u7db2\u8def\u548c\u6df1\u5ea6\u5b78\u7fd2\u300b\uff08\u7b2c2\u7248\uff09<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Aggarwal\uff0c Charu C.\uff08IBM TJ Watson \u7814\u7a76\u4e2d\u5fc3\u7814\u7a76\u4eba\u54e1\uff0cACM SIGKDD \u6578\u64da\u6316\u6398\u53ca\u77e5\u8b58\u767c\u73fe\u570b\u969b\u6703\u8b70\uff08KDD\uff09\u5275\u65b0\u734e\u7372\u734e\u8005\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Springer<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300aNeural Networks and Deep Learning\u300b\u7b2c2\u7248\u7531 Charu C. Aggarwal \u64b0\u5beb\uff0c\u672c\u66f8\u6db5\u84cb\u4e86\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u7684\u7d93\u5178\u548c\u73fe\u4ee3\u6a21\u578b\u3002 \u7b2c\u4e8c\u7248\u5728\u7d44\u7e54\u548c\u64f4\u5c55\u65b9\u9762\u9032\u884c\u4e86\u5927\u5e45\u8abf\u6574\uff0c\u589e\u52a0\u4e86\u95dc\u65bc\u53cd\u5411\u50b3\u64ad\u548c\u5716\u795e\u7d93\u7db2\u7d61\u7684\u7368\u7acb\u7ae0\u7bc0\u3002\u8a31\u591a\u7ae0\u7bc0\u5728\u7b2c\u4e00\u7248\u7684\u57fa\u790e\u4e0a\u9032\u884c\u4e86\u91cd\u5927\u4fee\u8a02\u3002\u66f4\u52a0\u6ce8\u91cd\u73fe\u4ee3\u6df1\u5ea6\u5b78\u7fd2\u601d\u60f3\uff0c\u5982\u6ce8\u610f\u6a5f\u5236\u3001Transformer\u548c\u9810\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>4. Reinforcement Learning: An Introduction<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u5f37\u5316\u5b78\u7fd2\u6df1\u5ea6\u89e3\u6790\u300b\uff08\u7b2c2\u7248\uff09<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Sutton\uff0c Richard S.\uff08\u5f37\u5316\u5b78\u7fd2\u4e4b\u7236\u3001\u963f\u723e\u4f2f\u5854\u5927\u5b78\u6559\u6388\uff09; Barto\uff0c Andrew G.\uff08\u99ac\u85a9\u8af8\u585e\u5927\u5b78\u963f\u59c6\u8d6b\u65af\u7279\u5206\u6821\u8cc7\u8a0a\u8207\u8a08\u7b97\u6a5f\u79d1\u5b78\u5b78\u9662\u540d\u8b7d\u6559\u6388\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>MIT Press<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300aReinforcement Learning\uff1a An Introduction\u300b\u7b2c2\u7248\u7531 Richard S. Sutton \u548c Andrew G. Barto \u64b0\u5beb\uff0c\u9019\u672c\u66f8\u5f9e\u5f37\u5316\u5b78\u7fd2\u7684\u57fa\u672c\u601d\u60f3\u51fa\u767c\uff0c\u4ecb\u7d39\u4e86\u99ac\u53ef\u592b\u6c7a\u7b56\u904e\u7a0b\u3001\u8499\u5730\u5361\u7f85\u65b9\u6cd5\u7b49\u6838\u5fc3\u6982\u5ff5\uff0c\u662f\u5f37\u5316\u5b78\u7fd2\u9818\u57df\u7684\u7d93\u5178\u6559\u6750\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>5. Artificial Intelligence: A Modern Approach<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u4eba\u5de5\u667a\u6167\uff1a\u73fe\u4ee3\u65b9\u6cd5\u300b\uff08\u7b2c4\u7248\uff09<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Russell\uff0c Stuart\uff08\u52a0\u5dde\u5927\u5b78\u4f2f\u514b\u5229\u5206\u6821\u8a08\u7b97\u6a5f\u79d1\u5b78\u6559\u6388\uff09; Norvig\uff0c Peter\uff08Google\u7814\u7a76\u7e3d\u76e3\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Pearson Education<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300a\u4eba\u5de5\u667a\u6167\uff1a\u73fe\u4ee3\u65b9\u6cd5\u300b\u662f\u4e00\u672c\u671f\u5f85\u5df2\u4e45\u7684\u4fee\u8a02\u7248\uff0c\u63a2\u7d22\u4e86\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u9818\u57df\u7684\u5ee3\u5ea6\u548c\u6df1\u5ea6\u3002\u7b2c\u56db\u7248\u4f7f\u8b80\u8005\u4e86\u89e3\u6700\u65b0\u7684\u6280\u8853\uff0c\u4ee5\u66f4\u7d71\u4e00\u7684\u65b9\u5f0f\u5448\u73fe\u6982\u5ff5\uff0c\u4e26\u63d0\u4f9b\u4e86\u6a5f\u5668\u5b78\u7fd2\u3001\u6df1\u5ea6\u5b78\u7fd2\u3001\u8f49\u79fb\u5b78\u7fd2\u3001\u591a\u667a\u80fd\u9ad4\u7cfb\u7d71\u3001\u6a5f\u5668\u4eba\u6280\u8853\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u56e0\u679c\u95dc\u4fc2\u3001\u6982\u7387\u7de8\u7a0b\u3001\u96b1\u79c1\u3001\u516c\u5e73\u6027\u548c\u5b89\u5168AI\u7b49\u65b0\u7684\u6216\u64f4\u5c55\u7684\u5167\u5bb9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>6. Human Compatible: Artificial Intelligence and the Problem of Control<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300aAI\u65b0\u751f\uff1a\u7834\u89e3\u4eba\u6a5f\u5171\u5b58\u5bc6\u78bc\u2014\u2014\u4eba\u985e\u6700\u5f8c\u4e00\u500b\u5927\u554f\u984c\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Russell\uff0c Stuart \uff08\u52a0\u5dde\u5927\u5b78\u4f2f\u514b\u5229\u5206\u6821\u8a08\u7b97\u6a5f\u79d1\u5b78\u6559\u6388\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Penguin Publishing Group<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u4f5c\u8005 Russell\uff0c Stuart \u8a8d\u70ba\u53ef\u907f\u514d\u4eba\u6a5f\u885d\u7a81\uff0c\u4ed6\u63a2\u8a0e\u4e86\u4eba\u985e\u8207\u6a5f\u5668\u667a\u6167\uff0c\u95e1\u8ff0\u4e86\u8fd1\u671f\u76ca\u8655\u53ca\u5f85\u7a81\u7834\u7684 AI \u9818\u57df\uff0c\u6307\u51fa\u4eba\u985e\u6feb\u7528 AI \u7684\u60c5\u6cc1\uff0c\u9084\u5efa\u8b70\u5728\u65b0\u57fa\u790e\u4e0a\u91cd\u5efa AI\uff0c\u4f7f\u6a5f\u5668\u8b19\u905c\u3001\u5229\u4ed6\u4e14\u8ffd\u6c42\u4eba\u985e\u76ee\u6a19\uff0c\u4ee5\u5be6\u73fe\u8207\u65e5\u76ca\u667a\u6167\u7684\u6a5f\u5668\u6210\u529f\u5171\u5b58\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>7. Life 3.0: Being Human in the Age of Artificial Intelligence<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u751f\u547d3.0\uff1a\u4eba\u5de5\u667a\u6167\u6642\u4ee3\uff0c\u4eba\u985e\u7684\u86fb\u8b8a\u8207\u91cd\u751f\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Tegmark\uff0c Max\uff08MIT\u6559\u6388\u3001\u672a\u4f86\u751f\u547d\u7814\u7a76\u6240\u5275\u59cb\u4eba\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Knopf<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300aLife 3.0\uff1a Being Human in the Age of Artificial Intelligence\u300b\u7531 Max Tegmark \u64b0\u5beb\uff0c\u9019\u672c\u66f8\u63a2\u8a0e\u4e86\u4eba\u5de5\u667a\u6167\u7684\u672a\u4f86\u4ee5\u53ca\u6211\u5011\u7684\u751f\u6d3b\u5c07\u5982\u4f55\u6539\u8b8a\uff0c\u63d0\u4f9b\u4e86\u5c0d\u4eba\u5de5\u667a\u6167\u793e\u6703\u5f71\u97ff\u7684\u6df1\u5165\u5206\u6790\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>8. Superintelligence: Paths, Dangers, Strategies<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u8d85\u667a\u80fd\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Bostrom\uff0c Nick\uff08\u725b\u6d25\u5927\u5b78\u6559\u6388\uff09<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Oxford University Press<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><br \/>\n\u300aSuperintelligence\uff1a Paths\uff0c Dangers\uff0c Strategies\u300b\u7531 Nick Bostrom \u64b0\u5beb\uff0c\u300a\u8d85\u667a\u80fd\u300b\u662f\u300a\u7d10\u7d04\u6642\u5831\u300b\u7684\u66a2\u92b7\u66f8\u3002\u9019\u672c\u66f8\u63d0\u51fa\u4e86\u4e00\u500b\u554f\u984c\uff1a\u7576\u6a5f\u5668\u5728\u666e\u904d\u667a\u80fd\u4e0a\u8d85\u8d8a\u4eba\u985e\u6642\u6703\u767c\u751f\u4ec0\u9ebc\u60c5\u6cc1\uff1f\u4eba\u5de5\u667a\u80fd\u6703\u62ef\u6551\u9084\u662f\u6467\u6bc0\u6211\u5011\uff1f\u5c3c\u514b\u00b7\u535a\u65af\u7279\u7f85\u59c6\u70ba\u7406\u89e3\u4eba\u985e\u548c\u667a\u80fd\u751f\u547d\u7684\u672a\u4f86\u5960\u5b9a\u4e86\u57fa\u790e \u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>9. Python: Advanced Guide to Artificial Intelligence: Expert Machine Learning Systems and Intelligent Agents Using Python<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300aPython\uff1a\u4eba\u5de5\u667a\u6167\u9032\u968e\u6307\u5357 \u2014\u2014 \u4f7f\u7528 Python \u5be6\u73fe\u5c08\u5bb6\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u548c\u667a\u6167\u4ee3\u7406\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Bonaccorso\uff0c Giuseppe; Fandango, Armando; Shanmugamani, Rajalingappaa<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>Packt Publishing<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>\u300aPython\uff1a Advanced Guide to Artificial Intelligence\uff1aExpert Machine Learning Systems and Intelligent Agents Using Python\u300b\u672c\u66f8\u662f\u4e00\u672c\u5b78\u7fd2\u8def\u5f91\uff0c\u5e6b\u52a9\u8b80\u8005\u5feb\u901f\u638c\u63e1\u6d41\u884c\u7684\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u3002\u5167\u5bb9\u6db5\u84cb\u76e3\u7763\u5b78\u7fd2\u3001\u975e\u76e3\u7763\u5b78\u7fd2\u548c\u534a\u76e3\u7763\u5b78\u7fd2\u7684\u5e38\u7528\u6f14\u7b97\u6cd5\uff0c\u4e26\u6559\u60a8\u5982\u4f55\u9ad8\u6548\u904b\u7528\u9019\u4e9b\u6f14\u7b97\u6cd5\u3002\u5f9e\u8c9d\u8449\u65af\u6a21\u578b\u3001\u99ac\u53ef\u592b\u93c8\u8499\u7279\u5361\u7f85\uff08MCMC\uff09\u6f14\u7b97\u6cd5\u5230\u96b1\u99ac\u53ef\u592b\u6a21\u578b\uff0c\u672c\u66f8\u5c07\u5e36\u60a8\u5b78\u6703\u5982\u4f55\u5f9e\u8cc7\u6599\u96c6\u4e2d\u64f7\u53d6\u7279\u5fb5\uff0c\u4e26\u4f7f\u7528\u57fa\u65bc Python \u7684\u5eab\u9032\u884c\u964d\u7dad\u3002<br \/>\n\u6b64\u5916\uff0c\u60a8\u5c07\u5b78\u7fd2\u5982\u4f55\u5229\u7528 TensorFlow \u548c Keras \u69cb\u5efa\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u61c9\u7528\u8f49\u79fb\u5b78\u7fd2\u3001\u7522\u751f\u5c0d\u6297\u7db2\u8def\uff08GAN\uff09\u548c\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u7b49\u6982\u5ff5\u3002\u5b78\u7fd2 TensorFlow 1.x \u7684\u9ad8\u7d1a\u529f\u80fd\uff0c\u4f8b\u5982\u5206\u4f48\u5f0f TensorFlow \u548c TF \u96c6\u7fa4\uff0c\u4e26\u4f7f\u7528 TensorFlow Serving \u90e8\u7f72\u751f\u7522\u6a21\u578b\u3002\u672c\u66f8\u9084\u5c07\u4ecb\u7d39\u7269\u9ad4\u5206\u985e\u3001\u7269\u9ad4\u6aa2\u6e2c\u3001\u5716\u50cf\u5206\u5272\u7b49\u6280\u8853\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>10. The Alignment Problem: Machine Learning and Human Values<\/strong><\/p>\n<p><strong>\u8b6f\u540d\uff1a<\/strong>\u300a\u4eba\u6a5f\u5c0d\u9f4a\uff1a\u5982\u4f55\u8b93\u4eba\u5de5\u667a\u6167\u5b78\u7fd2\u4eba\u985e\u50f9\u503c\u89c0\u300b<\/p>\n<p><strong>\u4f5c\u8005\uff1a<\/strong>Christian\uff0c Brian<\/p>\n<p><strong>\u51fa\u7248\u793e\uff1a<\/strong>W. W. Norton &amp; Company<\/p>\n<p><strong>\u5167\u5bb9\u7c21\u4ecb\uff1a<\/strong><\/p>\n<p>Brian Christian \u5728\u66f8\u4e2d\u8b1b\u8ff0\u4e86\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u767c\u5c55\u4e2d\u51fa\u73fe\u7684\u5c0d\u9f4a\u554f\u984c\u7684\u201c\u9996\u6279\u56de\u61c9\u8005\u201d\u53ca\u4ed6\u5011\u5728\u4eba\u985e\u5b8c\u653e\u624b\u524d\u89e3\u6c7a\u554f\u984c\u7684\u96c4\u5fc3\u8a08\u5283\uff0c\u901a\u904e\u6b77\u53f2\u8207\u5be6\u5730\u5831\u5c0e\u878d\u5408\uff0c\u8ffd\u6eaf\u6a5f\u5668\u5b78\u7fd2\u7684\u589e\u9577\u4e26\u5be9\u8996\u5176\u524d\u6cbf\uff0c\u5c55\u73fe\u4e86\u9019\u4e00\u5b78\u79d1\u5728\u4ee4\u4eba\u8208\u596e\u53c8\u6709\u6642\u6050\u61fc\u7684\u9032\u6b65\u4e2d\u7684\u72c0\u6cc1\uff0c\u9084\u5c0d\u4eba\u985e\u7684\u504f\u898b\u3001\u76f2\u9ede\u3001\u5047\u8a2d\u548c\u77db\u76fe\u76ee\u6a19\u9032\u884c\u4e86\u6df1\u523b\u53cd\u601d\uff0c\u662f\u4e00\u90e8\u8de8\u5b78\u79d1\u7684\u4f5c\u54c1\uff0c\u5176\u6545\u4e8b\u65e2\u4ee4\u4eba\u75db\u5fc3\u53c8\u5145\u6eff\u5e0c\u671b\u3002\u662f\u4e00\u672c\u95dc\u65bc\u4eba\u5de5\u667a\u6167\u8207\u4eba\u985e\u50f9\u503c\u5c0d\u7acb\u7684\u6df1\u523b\u63a2\u8a0e\uff0c\u63a2\u7d22\u6211\u5011\u5982\u4f55\u78ba\u4fdd\u6280\u8853\u767c\u5c55\u7b26\u5408\u4eba\u985e\u7684\u6700\u4f73\u5229\u76ca\uff0c\u4e26\u907f\u514d\u53ef\u80fd\u7684\u98a8\u96aa\u3002\u6210\u529f\u89e3\u6c7a\u5c0d\u9f4a\u554f\u984c\u5c07\u6210\u70ba\u4eba\u985e\u6b77\u53f2\u4e2d\u7684\u95dc\u9375\u6545\u4e8b\uff0c\u7121\u8ad6\u7d50\u679c\u5982\u4f55\uff0c\u5b83\u90fd\u5c07\u6df1\u523b\u5f71\u97ff\u672a\u4f86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-284738 size-full\" src=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/PQ_Ebook_Central.jpg\" alt=\"\" width=\"602\" height=\"250\" srcset=\"https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/PQ_Ebook_Central.jpg 602w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/PQ_Ebook_Central-300x125.jpg 300w, https:\/\/clarivate.com\/academia-government\/wp-content\/uploads\/sites\/3\/2025\/01\/PQ_Ebook_Central-96x40.jpg 96w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><\/p>\n<p><strong>Ebook Central \u7c21\u4ecb<\/strong><\/p>\n<p>Ebook Central \u5e73\u53f0\uff08\u7c21\u7a31EBC\uff09\uff0c\u662f\u4e00\u500b\u7d9c\u5408\u6027\u7684\u96fb\u5b50\u66f8\u5e73\u53f0\uff0c\u5f59\u96c6\u5168\u7403\u6578\u5343\u5bb6\u51fa\u7248\u793e\u51fa\u7248\u7684\u7d04200\u591a\u842c\u7a2e\u5916\u6587\u539f\u7248\u66f8\u7c4d\uff0c\u5305\u62ec\u4e16\u754c\u77e5\u540d\u5b78\u8853\u6a5f\u69cb\u3001\u5c08\u696d\u5b78\u5354\u6703\u3001\u5b78\u8853\u51fa\u7248\u793e\u7b49\uff0c\u5167\u5bb9\u6db5\u84cb\u4eba\u6587\u79d1\u5b78\u3001\u793e\u6703\u79d1\u5b78\u3001\u81ea\u7136\u79d1\u5b78\u3001\u5de5\u7a0b\u6280\u8853\u5404\u5b78\u79d1\u9818\u57df\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u4f86\uff0c\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u7814\u7a76\u7684\u71b1\u5ea6\u6301\u7e8c\u589e\u9577\uff0c\u9019\u4e00\u8da8\u52e2\u5728\u5168\u7403\u7bc4\u570d\u5167\u5f97\u5230\u4e86\u5ee3\u6cdb\u7684\u95dc\u6ce8\u548c\u9ad4\u73fe\u3002 \u5728AI\u9818\u57df\uff0c\u6709\u8a31\u591a\u5916\u6587\u66f8\u7c4d\u88ab\u5ee3\u6cdb\u8a8d\u70ba\u662f\u7d93\u5178\u4e4b\u4f5c\uff0c\u5b83\u5011\u4e0d\u50c5\u70ba\u8b80\u8005\u63d0\u4f9b\u4e86\u6df1\u5165\u7684\u7406\u8ad6\u57fa\u790e\uff0c\u9084\u6db5\u84cb\u4e86\u5be6\u52d9\u6848\u4f8b\u548c\u6700\u65b0\u7684\u6280\u8853\u9032\u5c55\u3002 \u672c\u7bc7\u63a8\u85a6 10 \u672c AI \u9818\u57df\u7d93\u5178\u66f8\u7c4d\uff0c\u8b80\u8005\u53ef\u901a\u904e Ebook Central \u5e73\u53f0\u53ef\u67e5\u95b1\u9019\u4e9b\u66f8\u7c4d\u3002 &nbsp; 1. Deep Learning \u8b6f\u540d\uff1a\u300a\u6df1\u5ea6\u5b78\u7fd2\u300b \u4f5c\u8005\uff1aGoodfellow\uff0c Ian\uff08GAN \u4e4b\u7236\u3001DeepMind \u7814\u7a76\u79d1\u5b78\u5bb6\uff09; Bengio\uff0c Yoshua\uff08AI \u6559\u7236\u3001\u52a0\u62ff\u5927\u8a08\u7b97\u6a5f\u79d1\u5b78\u5bb6\uff09; Courville\uff0c Aaron\uff08\u8499\u7279\u5229\u723e\u5927\u5b78\u8a08\u7b97\u6a5f\u5b78\u9662\u6559\u6388\uff09 \u51fa\u7248\u793e\uff1aMIT Press \u5167\u5bb9\u7c21\u4ecb\uff1a \u300aDeep Learning\u300b\u7531 Ian&#8230;<\/p>\n","protected":false},"author":8,"featured_media":9317,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[928],"tags":[],"class_list":["post-284746","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-academia-government"],"acf":[],"lang":"zh","translations":{"zh":284746},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/posts\/284746","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/comments?post=284746"}],"version-history":[{"count":6,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/posts\/284746\/revisions"}],"predecessor-version":[{"id":284803,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/posts\/284746\/revisions\/284803"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/media\/9317"}],"wp:attachment":[{"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/media?parent=284746"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/categories?post=284746"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/clarivate.com\/academia-government\/wp-json\/wp\/v2\/tags?post=284746"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}