{"id":12642,"date":"2026-06-10T04:17:16","date_gmt":"2026-06-09T20:17:16","guid":{"rendered":"https:\/\/ab123.xyz\/?p=12642"},"modified":"2026-06-10T04:17:16","modified_gmt":"2026-06-09T20:17:16","slug":"jupyter-ai-magic-commands-for-data-visualization-%e5%85%a8%e9%9d%a2%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=12642","title":{"rendered":"Jupyter AI Magic Commands for Data Visualization \u5168\u9762\u6307\u5357"},"content":{"rendered":"<p>\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0cJupyter Notebook \u5df2\u6210\u4e3a\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u7684\u6807\u51c6\u73af\u5883\u3002\u800c <strong>Jupyter AI Magic Commands<\/strong> \u7684\u5f15\u5165\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u6570\u636e\u53ef\u89c6\u5316\u65e0\u7f1d\u878d\u5408\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5de5\u4f5c\u6548\u7387\u3002\u901a\u8fc7\u7b80\u5355\u7684 <code>%<\/code> \u548c <code>%%<\/code> \u9b54\u6cd5\u6307\u4ee4\uff0c\u5206\u6790\u5e08\u65e0\u9700\u624b\u52a8\u7f16\u5199\u590d\u6742\u4ee3\u7801\uff0c\u5373\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u56fe\u8868\u9700\u6c42\uff0c\u7531 AI \u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u89c6\u89c9\u5316\u8f93\u51fa\u3002\u8be5\u5de5\u5177\u7684\u5b98\u65b9\u7f51\u7ad9\u4e3a <a href=\"https:\/\/jupyter-ai.readthedocs.io\/en\/latest\/\" target=\"_blank\">Jupyter AI \u5b98\u65b9\u7f51\u7ad9<\/a>\uff0c\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u5b89\u88c5\u6307\u5357\u4e0e\u793a\u4f8b\u3002<\/p>\n<h2>\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>Jupyter AI Magic Commands \u5141\u8bb8\u7528\u6237\u76f4\u63a5\u5728 Notebook \u4e2d\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-4\u3001Claude \u7b49\uff09\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5b8c\u6210\u6570\u636e\u52a0\u8f7d\u3001\u6e05\u6d17\u3001\u7edf\u8ba1\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u96f6\u4ee3\u7801\u95e8\u69db<\/strong>\uff1a\u5373\u4f7f\u6ca1\u6709\u7f16\u7a0b\u7ecf\u9a8c\u7684\u4e1a\u52a1\u4eba\u5458\uff0c\u4e5f\u80fd\u7528\u201c\u7ed8\u5236\u8fc7\u53bb\u4e09\u4e2a\u6708\u9500\u552e\u989d\u7684\u6298\u7ebf\u56fe\u201d\u8fd9\u6837\u7684\u6307\u4ee4\u751f\u6210\u56fe\u8868\u3002<\/li>\n<li><strong>\u591a\u6a21\u578b\u652f\u6301<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Anthropic\u3001Hugging Face \u7b49\u4e3b\u6d41\u6a21\u578b\uff0c\u7528\u6237\u53ef\u81ea\u7531\u5207\u6362\u540e\u7aef\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/strong>\uff1aAI \u80fd\u6839\u636e\u5386\u53f2\u6307\u4ee4\u548c\u5f53\u524d\u6570\u636e\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u66f4\u7cbe\u51c6\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u89e3\u6790<\/h2>\n<h3>\u5feb\u901f\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790<\/h3>\n<p>\u5728\u83b7\u5f97\u65b0\u6570\u636e\u96c6\u540e\uff0c\u5206\u6790\u5e08\u53ef\u4f7f\u7528 <code>%ai<\/code> \u6307\u4ee4\u8be2\u95ee\u201c\u6570\u636e\u96c6\u4e2d\u6709\u54ea\u4e9b\u5f02\u5e38\u503c\uff1f\u8bf7\u7528\u7bb1\u7ebf\u56fe\u5c55\u793a\u201d\uff0cAI \u5c06\u81ea\u52a8\u8bc6\u522b\u53d8\u91cf\u5e76\u751f\u6210\u56fe\u8868\uff0c\u5927\u5e45\u7f29\u77ed\u63a2\u7d22\u5468\u671f\u3002<\/p>\n<h3>\u62a5\u544a\u4e0e\u6f14\u793a\u81ea\u52a8\u5316<\/h3>\n<p>\u7ed3\u5408 <code>%%ai<\/code> \u591a\u884c\u9b54\u6cd5\u547d\u4ee4\uff0c\u7528\u6237\u53ef\u4e00\u6b21\u6027\u63cf\u8ff0\u591a\u4e2a\u53ef\u89c6\u5316\u9700\u6c42\uff0cAI \u4f9d\u6b21\u751f\u6210\u5e76\u6574\u5408\u5230 Notebook \u4e2d\uff0c\u76f4\u63a5\u7528\u4e8e\u4f1a\u8bae\u5c55\u793a\u6216\u5ba2\u6237\u62a5\u544a\u3002<\/p>\n<h3>\u6559\u80b2\u4e0e\u534f\u4f5c<\/h3>\n<p>\u6559\u5b66\u573a\u666f\u4e2d\uff0c\u6559\u5e08\u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u751f\u6210\u793a\u4f8b\u56fe\u8868\uff0c\u5b66\u751f\u5219\u80fd\u76f4\u89c2\u7406\u89e3\u4ee3\u7801\u4e0e\u53ef\u89c6\u5316\u7ed3\u679c\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u964d\u4f4e\u5b66\u4e60\u66f2\u7ebf\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528 Jupyter AI Magic Commands<\/h2>\n<p>\u5b89\u88c5\u8fc7\u7a0b\u7b80\u5355\uff1a\u5728\u7ec8\u7aef\u6267\u884c <code>pip install jupyter-ai<\/code>\uff0c\u7136\u540e\u542f\u52a8 Jupyter Notebook \u6216 JupyterLab\u3002\u5728 Notebook \u4e2d\u52a0\u8f7d\u6269\u5c55\u540e\uff0c\u5373\u53ef\u4f7f\u7528\u4ee5\u4e0b\u9b54\u6cd5\u6307\u4ee4\uff1a<\/p>\n<ul>\n<li><code>%ai<\/code>\uff1a\u7528\u4e8e\u5355\u884c\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\uff0c\u4f8b\u5982 <code>%ai \u7528\u6563\u70b9\u56fe\u5c55\u793a\u6536\u5165 vs \u652f\u51fa<\/code>\u3002<\/li>\n<li><code>%%ai<\/code>\uff1a\u7528\u4e8e\u591a\u884c\u590d\u6742\u63cf\u8ff0\uff0c\u53ef\u6307\u5b9a\u8f93\u51fa\u683c\u5f0f\uff08\u5982 PNG\u3001HTML\uff09\uff0c\u5e76\u4f20\u9012\u989d\u5916\u53c2\u6570\u3002<\/li>\n<li><code>%ai list<\/code>\uff1a\u67e5\u770b\u5f53\u524d\u652f\u6301\u7684\u6a21\u578b\u548c\u53ef\u89c6\u5316\u5f15\u64ce\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u7528\u6237\u53ef\u81ea\u5b9a\u4e49\u6a21\u578b\u63d0\u4f9b\u5546\u548c API \u5bc6\u94a5\uff0c\u5b9e\u73b0\u79c1\u6709\u5316\u90e8\u7f72\u3002\u4e3a\u786e\u4fdd\u8f93\u51fa\u8d28\u91cf\uff0c\u5efa\u8bae\u5728\u6307\u4ee4\u4e2d\u660e\u786e\u6570\u636e\u5217\u540d\u3001\u56fe\u8868\u7c7b\u578b\u548c\u989c\u8272\u4e3b\u9898\u3002<\/p>\n<p>Jupyter AI Magic Commands \u6b63\u91cd\u65b0\u5b9a\u4e49\u6570\u636e\u53ef\u89c6\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\u2014\u2014\u4ece\u201c\u624b\u5199\u4ee3\u7801\u201d\u8d70\u5411\u201c\u5bf9\u8bdd\u5f0f\u751f\u6210\u201d\u3002\u65e0\u8bba\u662f\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u4e1a\u52a1\u5206\u6790\u5e08\u8fd8\u662f\u6559\u80b2\u5de5\u4f5c\u8005\uff0c\u90fd\u80fd\u4ece\u4e2d\u83b7\u5f97\u524d\u6240\u672a\u6709\u7684\u4fbf\u6377\u3002\u7acb\u5373\u8bbf\u95ee <a href=\"https:\/\/jupyter-ai.readthedocs.io\/en\/latest\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u5f00\u59cb\u63a2\u7d22\u5427\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0cJupyter Notebook \u5df2\u6210\u4e3a\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u7684\u6807\u51c6\u73af\u5883\u3002\u800c Jupyter AI Mag [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[15386,15387,1479,37,15388],"class_list":["post-12642","post","type-post","status-publish","format-standard","hentry","category-4","tag-jupyter-ai","tag-magic-commands","tag-1479","tag-37","tag-15388"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12642","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=12642"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12642\/revisions"}],"predecessor-version":[{"id":12643,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12642\/revisions\/12643"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}