{"id":6348,"date":"2024-04-29T18:06:10","date_gmt":"2024-04-29T10:06:10","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6348"},"modified":"2024-12-13T21:02:01","modified_gmt":"2024-12-13T13:02:01","slug":"%e8%a2%96%e7%8f%8d%e5%bc%b7%e5%a4%a7%ef%bc%9a%e6%8e%a8%e5%87%ba-microsoft-phi-3%ef%bc%8c%e9%81%a9%e5%90%88%e6%82%a8%e6%89%8b%e6%a9%9f%e7%9a%84%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6348","title":{"rendered":"\u8896\u73cd\u5f37\u5927\uff1a\u63a8\u51fa Microsoft Phi-3\uff0c\u9069\u5408\u60a8\u624b\u6a5f\u7684\u8a9e\u8a00\u6a21\u578b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2024-04-29 | Tehseen Zia<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5feb\u901f\u767c\u5c55\u7684\u4eba\u5de5\u667a\u6167\u9818\u57df\uff0c\u96d6\u7136\u8da8\u52e2\u5f80\u5f80\u50be\u5411\u65bc\u66f4\u5927\u3001\u66f4\u8907\u96dc\u7684\u6a21\u578b\uff0c\u4f46\u5fae\u8edf\u5728 Phi-3 Mini \u4e0a\u63a1\u7528\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u3002\u5c0f\u8a9e\u8a00\u6a21\u578b\uff08SLM\uff09\u73fe\u5df2\u9032\u5165\u7b2c\u4e09\u4ee3\uff0c\u5c07\u5927\u578b\u6a21\u578b\u7684\u5f37\u5927\u529f\u80fd\u6253\u5305\u5230\u4e00\u500b\u6846\u67b6\u4e2d\uff0c\u4ee5\u9069\u61c9\u667a\u6167\u578b\u624b\u6a5f\u56b4\u683c\u7684\u8cc7\u6e90\u9650\u5236\u3002 Phi-3.8 Mini \u64c1\u6709 3 \u5104\u500b\u53c3\u6578\uff0c\u5176\u6548\u80fd\u53ef\u8207&nbsp;\u5927\u578b\u8a9e\u8a00\u6a21\u578b&nbsp;\uff08\u6cd5\u5b78\u78a9\u58eb\uff09\u8de8\u8d8a\u5404\u7a2e\u4efb\u52d9\uff0c\u5305\u62ec\u8a9e\u8a00\u8655\u7406\u3001\u63a8\u7406\u3001\u7de8\u78bc\u548c\u6578\u5b78\uff0c\u4e26\u900f\u904e\u91cf\u5316\u70ba\u884c\u52d5\u88dd\u7f6e\u4e0a\u7684\u9ad8\u6548\u64cd\u4f5c\u91cf\u8eab\u5b9a\u5236\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u6311\u6230<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft \u7684 Phi SLM \u7684\u958b\u767c\u662f\u70ba\u4e86\u61c9\u5c0d LLM \u5e36\u4f86\u7684\u91cd\u5927\u6311\u6230\uff0cLLM \u9700\u8981\u6bd4\u6d88\u8cbb\u6027\u88dd\u7f6e\u4e0a\u901a\u5e38\u53ef\u7528\u7684\u904b\u7b97\u80fd\u529b\u66f4\u5f37\u7684\u904b\u7b97\u80fd\u529b\u3002\u9019\u7a2e\u9ad8\u8981\u6c42\u4f7f\u5f97\u5b83\u5011\u5728\u6a19\u6e96\u8a08\u7b97\u6a5f\u548c\u79fb\u52d5\u8a2d\u5099\u4e0a\u7684\u4f7f\u7528\u8b8a\u5f97\u8907\u96dc\uff0c\u7531\u65bc\u5b83\u5011\u5728\u8a13\u7df4\u548c\u64cd\u4f5c\u671f\u9593\u7684\u80fd\u6e90\u6d88\u8017\u800c\u5f15\u767c\u4e86\u74b0\u5883\u554f\u984c\uff0c\u4e26\u4e14\u7531\u65bc\u5176\u9f90\u5927\u800c\u5fa9\u96dc\u7684\u8a13\u7df4\u6578\u64da\u96c6\u800c\u5b58\u5728\u9577\u671f\u5b58\u5728\u504f\u5dee\u7684\u98a8\u96aa\u3002\u9019\u4e9b\u56e0\u7d20\u9084\u6703\u640d\u5bb3\u6a21\u578b\u5728\u5373\u6642\u61c9\u7528\u7a0b\u5f0f\u4e2d\u7684\u56de\u61c9\u80fd\u529b\uff0c\u4e26\u4f7f\u66f4\u65b0\u66f4\u5177\u6311\u6230\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Phi-3 Mini\uff1a\u7c21\u5316\u500b\u4eba\u88dd\u7f6e\u4e0a\u7684\u4eba\u5de5\u667a\u6167\u4ee5\u589e\u5f37\u96b1\u79c1\u548c\u6548\u7387<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 <strong>Mini\u00a0<\/strong>\u5176\u7b56\u7565\u6027\u8a2d\u8a08\u65e8\u5728\u63d0\u4f9b\u4e00\u7a2e\u7d93\u6fdf\u9ad8\u6548\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u5c07\u5148\u9032\u7684\u4eba\u5de5\u667a\u6167\u76f4\u63a5\u6574\u5408\u5230\u624b\u6a5f\u548c\u7b46\u8a18\u578b\u96fb\u8166\u7b49\u500b\u4eba\u8a2d\u5099\u4e0a\u3002\u9019\u7a2e\u8a2d\u8a08\u6709\u52a9\u65bc\u66f4\u5feb\u3001\u66f4\u5373\u6642\u7684\u56de\u61c9\uff0c\u589e\u5f37\u4f7f\u7528\u8005\u5728\u65e5\u5e38\u5834\u666f\u4e2d\u8207\u79d1\u6280\u7684\u4e92\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 Mini \u53ef\u5728\u884c\u52d5\u88dd\u7f6e\u4e0a\u76f4\u63a5\u8655\u7406\u8907\u96dc\u7684\u4eba\u5de5\u667a\u6167\u529f\u80fd\uff0c\u5f9e\u800c\u6e1b\u5c11\u5c0d\u96f2\u7aef\u670d\u52d9\u7684\u4f9d\u8cf4\u4e26\u589e\u5f37\u5373\u6642\u8cc7\u6599\u8655\u7406\u3002\u6b64\u529f\u80fd\u5c0d\u65bc\u9700\u8981\u7acb\u5373\u8cc7\u6599\u8655\u7406\u7684\u61c9\u7528\u7a0b\u5f0f\u81f3\u95dc\u91cd\u8981\uff0c\u4f8b\u5982\u884c\u52d5\u91ab\u7642\u3001\u5373\u6642\u8a9e\u8a00\u7ffb\u8b6f\u548c\u500b\u4eba\u5316\u6559\u80b2\uff0c\u6709\u52a9\u65bc\u4fc3\u9032\u9019\u4e9b\u9818\u57df\u7684\u9032\u6b65\u3002\u8a72\u6a21\u578b\u7684\u6210\u672c\u6548\u76ca\u4e0d\u50c5\u964d\u4f4e\u4e86\u71df\u904b\u6210\u672c\uff0c\u9084\u64f4\u5927\u4e86\u4eba\u5de5\u667a\u6167\u5728\u5404\u884c\u696d\u6574\u5408\u7684\u6f5b\u529b\uff0c\u5305\u62ec\u7a7f\u6234\u5f0f\u6280\u8853\u548c\u5bb6\u5ead\u81ea\u52d5\u5316\u7b49\u65b0\u8208\u5e02\u5834\u3002 Phi-3 Mini \u53ef\u76f4\u63a5\u5728\u672c\u6a5f\u88dd\u7f6e\u4e0a\u9032\u884c\u8cc7\u6599\u8655\u7406\uff0c\u5f9e\u800c\u589e\u5f37\u7528\u6236\u96b1\u79c1\u3002\u9019\u5c0d\u65bc\u7ba1\u7406\u500b\u4eba\u5065\u5eb7\u548c\u91d1\u878d\u670d\u52d9\u7b49\u9818\u57df\u7684\u654f\u611f\u8cc7\u8a0a\u81f3\u95dc\u91cd\u8981\u3002\u6b64\u5916\uff0c\u8a72\u6a21\u578b\u7684\u4f4e\u80fd\u6e90\u9700\u6c42\u6709\u52a9\u65bc\u74b0\u5883\u53ef\u6301\u7e8c\u7684\u4eba\u5de5\u667a\u6167\u904b\u884c\uff0c\u8207\u5168\u7403\u6c38\u7e8c\u767c\u5c55\u52aa\u529b\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a2d\u8a08\u7406\u5ff5\u548c Phi \u7684\u6f14\u8b8a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u83f2\u7684\u8a2d\u8a08\u7406\u5ff5\u00a0\u662f\u57fa\u65bc\u6982\u5ff5\u7684\u00a0\u8ab2\u7a0b\u5b78\u7fd2\uff0c\u5b83\u7684\u9748\u611f\u4f86\u81ea\u65bc\u5152\u7ae5\u900f\u904e\u9010\u6f38\u66f4\u5177\u6311\u6230\u6027\u7684\u4f8b\u5b50\u4f86\u5b78\u7fd2\u7684\u6559\u80b2\u65b9\u6cd5\u3002\u4e3b\u8981\u60f3\u6cd5\u662f\u5f9e\u66f4\u7c21\u55ae\u7684\u4f8b\u5b50\u958b\u59cb\u8a13\u7df4\u4eba\u5de5\u667a\u6167\uff0c\u4e26\u96a8\u8457\u5b78\u7fd2\u904e\u7a0b\u7684\u9032\u5c55\u9010\u6f38\u589e\u52a0\u8a13\u7df4\u8cc7\u6599\u7684\u8907\u96dc\u6027\u3002\u5fae\u8edf\u900f\u904e\u6839\u64da\u6559\u79d1\u66f8\u5efa\u7acb\u8cc7\u6599\u96c6\u4f86\u5be6\u65bd\u9019\u9805\u6559\u80b2\u7b56\u7565\uff0c\u5982\u4ed6\u5011\u7684\u7814\u7a76\u4e2d\u6240\u8a73\u8ff0\u7684\u300c\u6559\u79d1\u66f8\u5c31\u662f\u4f60\u6240\u9700\u8981\u7684\u300d\u3002 Phi \u7cfb\u5217\u65bc 2023 \u5e74 1 \u6708\u63a8\u51fa\uff0c\u5f9e Phi-1.3 \u958b\u59cb\uff0c\u9019\u662f\u4e00\u500b\u64c1\u6709 XNUMX \u5104\u500b\u53c3\u6578\u7684\u7dca\u6e4a\u6a21\u578b\u3002\u8a72\u6a21\u578b\u5f88\u5feb\u5c31\u8b49\u660e\u4e86\u5176\u529f\u6548\uff0c\u7279\u5225\u662f\u5728 Python \u7de8\u78bc\u4efb\u52d9\u4e2d\uff0c\u5b83\u7684\u6027\u80fd\u512a\u65bc\u66f4\u5927\u3001\u66f4\u8907\u96dc\u7684\u6a21\u578b\u3002\u57fa\u65bc\u9019\u9805\u6210\u529f\uff0c\u5fae\u8edf\u6700\u8fd1\u958b\u767c\u4e86\u00a0Phi-1.5\uff0c\u5b83\u4fdd\u6301\u4e86\u76f8\u540c\u6578\u91cf\u7684\u53c3\u6578\uff0c\u4f46\u64f4\u5927\u4e86\u5176\u5728\u5e38\u8b58\u63a8\u7406\u548c\u8a9e\u8a00\u7406\u89e3\u7b49\u9818\u57df\u7684\u80fd\u529b\u3002\u6b64\u7cfb\u5217\u4e00\u63a8\u51fa\u4fbf\u5927\u653e\u7570\u5f69\u00a0Phi-2\u00a02023 \u5e74 2.7 \u6708\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Phi-3 \u8207\u5176\u4ed6\u5c0f\u8a9e\u8a00\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Phi-3 Mini \u5728\u5176\u524d\u8eab\u7684\u57fa\u790e\u4e0a\u9032\u884c\u4e86\u64f4\u5c55\uff0c\u8d85\u8d8a\u4e86\u5176\u4ed6 SLM\uff0c\u4f8b\u5982&nbsp;\u8c37\u6b4c\u7684\u5091\u746a,&nbsp;\u7c73\u65af\u7279\u62c9\u723e\u7684\u7c73\u65af\u7279\u62c9\u723e,&nbsp;Meta \u7684 Llama3-\u6307\u4ee4\u548c&nbsp;\u901a\u7528\u6280\u8853 3.5\uff0c\u5728\u5404\u7a2e\u5de5\u696d\u61c9\u7528\u3002\u9019\u4e9b\u61c9\u7528\u7a0b\u5f0f\u5305\u62ec\u8a9e\u8a00\u7406\u89e3\u548c\u63a8\u7406\u3001\u5e38\u8b58\u3001\u5e38\u8b58\u63a8\u7406\u3001\u5c0f\u5b78\u6578\u5b78\u61c9\u7528\u554f\u984c\u548c\u91ab\u5b78\u554f\u7b54\uff0c\u8207\u9019\u4e9b\u6a21\u578b\u76f8\u6bd4\uff0c\u8868\u73fe\u51fa\u4e86\u5353\u8d8a\u7684\u8868\u73fe\u3002 Phi-3 Mini \u9084\u5728 iPhone 14 \u4e0a\u9032\u884c\u4e86\u5404\u7a2e\u4efb\u52d9\u7684\u96e2\u7dda\u6e2c\u8a66\uff0c\u5305\u62ec\u5167\u5bb9\u5275\u5efa\u548c\u63d0\u4f9b\u91dd\u5c0d\u7279\u5b9a\u4f4d\u7f6e\u7684\u6d3b\u52d5\u5efa\u8b70\u3002\u70ba\u6b64\uff0cPhi-3 Mini \u5df2\u4f7f\u7528\u7a31\u70ba\u300c\u58d3\u7e2e\u300d\u7684\u904e\u7a0b\u58d3\u7e2e\u81f3 1.8GB&nbsp;\u91cf\u5316\uff0c\u5b83\u900f\u904e\u5c07\u6a21\u578b\u7684\u6578\u503c\u8cc7\u6599\u5f9e 32 \u4f4d\u5143\u6d6e\u9ede\u6578\u8f49\u63db\u70ba\u66f4\u7dca\u6e4a\u7684\u683c\u5f0f\uff08\u5982 4 \u4f4d\u5143\u6574\u6578\uff09\u4f86\u512a\u5316\u8cc7\u6e90\u6709\u9650\u8a2d\u5099\u7684\u6a21\u578b\u3002\u9019\u4e0d\u50c5\u6e1b\u5c11\u4e86\u6a21\u578b\u7684\u8a18\u61b6\u9ad4\u4f54\u7528\uff0c\u9084\u63d0\u9ad8\u4e86\u8655\u7406\u901f\u5ea6\u548c\u96fb\u6e90\u6548\u7387\uff0c\u9019\u5c0d\u65bc\u884c\u52d5\u88dd\u7f6e\u81f3\u95dc\u91cd\u8981\u3002\u958b\u767c\u4eba\u54e1\u901a\u5e38\u4f7f\u7528\u8af8\u5982&nbsp;TensorFlow Lite&nbsp;or&nbsp;PyTorch\u624b\u6a5f\uff0c\u7d50\u5408\u5167\u5efa\u7684\u91cf\u5316\u5de5\u5177\u4f86\u81ea\u52d5\u5316\u548c\u5b8c\u5584\u9019\u500b\u904e\u7a0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u529f\u80fd\u6bd4\u8f03\uff1aPhi-3 Mini \u8207 Phi-2 Mini<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\uff0c\u6211\u5011\u5c07 Phi-3 \u8207\u5176\u524d\u8eab Phi-2 \u7684\u4e00\u4e9b\u529f\u80fd\u9032\u884c\u6bd4\u8f03\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u67b6\u69cb<\/strong>\uff1aPhi-2 \u5728\u57fa\u65bc\u8b8a\u58d3\u5668\u7684\u67b6\u69cb\u4e0a\u904b\u884c\uff0c\u65e8\u5728\u9810\u6e2c\u4e0b\u4e00\u500b\u55ae\u5b57\u3002 Phi-3 Mini \u4e5f\u63a1\u7528\u4e86 Transformer \u89e3\u78bc\u5668\u67b6\u69cb\uff0c\u4f46\u8207 Llama-2 \u6a21\u578b\u7d50\u69cb\u66f4\u4e00\u81f4\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u5206\u8a5e\u5668\uff0c\u8a5e\u5f59\u91cf\u70ba 320,641\u3002\u9019\u7a2e\u76f8\u5bb9\u6027\u78ba\u4fdd\u70ba Llama-2 \u958b\u767c\u7684\u5de5\u5177\u53ef\u4ee5\u8f15\u9b06\u9069\u61c9 Phi-3 Mini\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u9577\u5ea6<\/strong>\uff1aPhi-3 Mini \u652f\u63f4 8,000 \u500b\u4ee3\u5e63\u7684\u4e0a\u4e0b\u6587\u9577\u5ea6\uff0c\u6bd4 Phi-2 \u7684 2,048 \u500b\u4ee3\u5e63\u5927\u5f97\u591a\u3002\u9019\u9805\u589e\u5f37\u4f7f Phi-3 Mini \u80fd\u5920\u7ba1\u7406\u66f4\u8a73\u7d30\u7684\u4e92\u52d5\u4e26\u8655\u7406\u66f4\u9577\u7684\u6587\u5b57\u3002<\/li>\n\n\n\n<li><strong>\u5728\u884c\u52d5\u88dd\u7f6e\u4e0a\u672c\u5730\u904b\u884c<\/strong>\uff1aPhi-3 Mini\u53ef\u4ee5\u58d3\u7e2e\u52304\u4f4d\uff0c\u4f54\u7528\u8a18\u61b6\u9ad4\u7d041.8GB\uff0c\u8207Phi-2\u985e\u4f3c\u3002\u5b83\u5728\u914d\u5099 A14 Bionic \u6676\u7247\u7684 iPhone 12 \u4e0a\u96e2\u7dda\u904b\u884c\u6e2c\u8a66\uff0c\u5be6\u73fe\u4e86\u6bcf\u79d2\u8d85\u904e 12 \u500b\u4ee3\u5e63\u7684\u8655\u7406\u901f\u5ea6\uff0c\u8207\u985e\u4f3c\u689d\u4ef6\u4e0b\u7684 Phi-2 \u6027\u80fd\u76f8\u7576\u3002<\/li>\n\n\n\n<li><strong>\u578b\u865f\u5c3a\u5bf8<\/strong>\uff1aPhi-3.8 Mini \u64c1\u6709 3 \u5104\u500b\u53c3\u6578\uff0c\u5176\u898f\u6a21\u6bd4\u64c1\u6709 2 \u5104\u500b\u53c3\u6578\u7684 Phi-2.7 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https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/07\/Unite-AI-Mobile-Newsletter-1.webp?resize=639%2C365&amp;ssl=1 639w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/07\/Unite-AI-Mobile-Newsletter-1.webp?resize=768%2C439&amp;ssl=1 768w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/07\/Unite-AI-Mobile-Newsletter-1.webp?w=1099&amp;ssl=1 1099w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/www.unite.ai\/zh-TW\/%E8%A2%96%E7%8F%8D%E5%B7%A8%E6%93%98%E6%8E%A8%E5%87%BA%E5%BE%AE%E8%BB%9F-phi-3-%E9%81%A9%E5%90%88%E6%82%A8%E6%89%8B%E6%A9%9F%E7%9A%84%E8%AA%9E%E8%A8%80%E6%A8%A1%E5%9E%8B\/\" data-type=\"link\" data-id=\"https:\/\/www.unite.ai\/zh-TW\/%E8%A2%96%E7%8F%8D%E5%B7%A8%E6%93%98%E6%8E%A8%E5%87%BA%E5%BE%AE%E8%BB%9F-phi-3-%E9%81%A9%E5%90%88%E6%82%A8%E6%89%8B%E6%A9%9F%E7%9A%84%E8%AA%9E%E8%A8%80%E6%A8%A1%E5%9E%8B\/\">https:\/\/www.unite.ai\/zh-TW\/%E8%A2%96%E7%8F%8D%E5%B7%A8%E6%93%98%E6%8E%A8%E5%87%BA%E5%BE%AE%E8%BB%9F-phi-3-%E9%81%A9%E5%90%88%E6%82%A8%E6%89%8B%E6%A9%9F%E7%9A%84%E8%AA%9E%E8%A8%80%E6%A8%A1%E5%9E%8B\/<\/a><a href=\"https:\/\/subscribe.unite.ai\/\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2024-04-29 | Tehseen Zia \u5728\u5feb\u901f\u767c\u5c55\u7684\u4eba\u5de5\u667a\u6167\u9818\u57df\uff0c\u96d6\u7136\u8da8\u52e2\u5f80\u5f80\u50be\u5411\u65bc\u66f4\u5927\u3001\u66f4\u8907\u96dc\u7684\u6a21\u578b\uff0c\u4f46\u5fae\u8edf\u5728 Phi-3 Mini \u4e0a\u63a1\u7528\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u3002\u5c0f\u8a9e\u8a00\u6a21\u578b\uff08S&hellip;<\/p>\n","protected":false},"author":9,"featured_media":6349,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[26,40],"class_list":["post-6348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/07\/DALL%C2%B7E-2024-04-25-08.39.03-A-dynamic-and-modern-digital-artwork-representing-the-concept-of-a-small-yet-powerful-AI-model-integrated-into-a-smartphone.-The-image-should-depict-a.webp?fit=1792%2C1024&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6348"}],"version-history":[{"count":2,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6348\/revisions"}],"predecessor-version":[{"id":6410,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6348\/revisions\/6410"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/6349"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}