{"id":2385,"date":"2026-08-03T04:43:07","date_gmt":"2026-08-02T20:43:07","guid":{"rendered":"https:\/\/ai.oaido.com\/index.php\/2026\/08\/03\/timesfm-2-5-forecasting-tutorial\/"},"modified":"2026-08-03T04:43:07","modified_gmt":"2026-08-02T20:43:07","slug":"timesfm-2-5-forecasting-tutorial","status":"publish","type":"post","link":"https:\/\/ai.oaido.com\/index.php\/2026\/08\/03\/timesfm-2-5-forecasting-tutorial\/","title":{"rendered":"Google\u63a8\u51faTimesFM 2.5\uff1a\u91cd\u5851\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u5546\u4e1a\u843d\u5730\u65b0\u8303\u5f0f"},"content":{"rendered":"<h1>Google\u63a8\u51faTimesFM 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TimesFM 2.5 \u5728\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u6570\u636e\u65f6\uff0c\u80fd\u591f\u5c55\u73b0\u51fa\u66f4\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<h2>\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\uff1a\u4ece\u786c\u4ef6\u914d\u7f6e\u5230\u6a21\u578b\u90e8\u7f72<\/h2>\n<p>TimesFM 2.5 \u7684\u6700\u5927\u4eae\u70b9\u5728\u4e8e\u5176\u201c\u7aef\u5230\u7aef\u201d\u7684\u7279\u6027\u3002\u6559\u7a0b\u8be6\u7ec6\u8bb0\u5f55\u4e86\u4ece\u5e95\u5c42\u73af\u5883\u914d\u7f6e\u5230\u4e0a\u5c42\u5e94\u7528\u90e8\u7f72\u7684\u5168\u8fc7\u7a0b\u3002\u5f00\u53d1\u8005\u9996\u5148\u901a\u8fc7 Colab Notebook \u68c0\u6d4b\u53ef\u7528\u786c\u4ef6\uff0c\u786e\u4fdd\u8ba1\u7b97\u8d44\u6e90\u7684\u6700\u4f18\u5206\u914d\u3002\u968f\u540e\uff0c\u6a21\u578b\u88ab\u52a0\u8f7d\u5e76\u7f16\u8bd1\uff0c\u8fdb\u5165\u8bad\u7ec3\u4e0e\u63a8\u7406\u9636\u6bb5\u3002<\/p>\n<p>\u5c24\u4e3a\u503c\u5f97\u4e00\u63d0\u7684\u662f\u5176<strong>\u53ef\u6269\u5c55\u7684 Colab 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\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5386\u53f2\u6570\u636e\u7684\u62df\u5408\u5668\uff0c\u66f4\u662f\u4e00\u4e2a\u5177\u5907\u667a\u80fd\u611f\u77e5\u7684\u9884\u6d4b\u5de5\u5177\u3002\u6559\u7a0b\u4e2d\u91cd\u70b9\u5c55\u793a\u4e86\u5176\u5728\u4e24\u4e2a\u5173\u952e\u9886\u57df\u7684\u7a81\u7834\uff1a<\/p>\n<p><strong>1. \u534f\u53d8\u91cf\u9884\u6d4b\uff1a<\/strong> \u73b0\u5b9e\u4e2d\u7684\u4e1a\u52a1\u5f80\u5f80\u53d7\u5230\u5916\u90e8\u56e0\u7d20\u7684\u9a71\u52a8\u3002TimesFM 2.5 \u80fd\u591f\u5c06\u5916\u90e8\u534f\u53d8\u91cf\uff08\u5982\u4fc3\u9500\u529b\u5ea6\u3001\u5929\u6c14\u3001\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807\uff09\u7eb3\u5165\u9884\u6d4b\u6a21\u578b\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u4e0d\u4ec5\u80fd\u201c\u770b\u201d\u8fc7\u53bb\uff0c\u8fd8\u80fd\u201c\u770b\u201d\u73af\u5883\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u7cbe\u51c6\u7684\u51b3\u7b56\u3002<\/p>\n<p><strong>2. \u5f02\u5e38\u68c0\u6d4b\uff1a<\/strong> \u5728\u9884\u6d4b\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4e0d\u4ec5\u80fd\u8f93\u51fa\u9884\u6d4b\u503c\uff0c\u8fd8\u80fd\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u70b9\u3002\u8fd9\u5bf9\u4e8e\u98ce\u63a7\u3001\u8d28\u91cf\u76d1\u63a7\u7b49\u573a\u666f\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u5728\u4f9b\u5e94\u94fe\u7ba1\u7406\u4e2d\uff0c\u5f02\u5e38\u68c0\u6d4b\u53ef\u4ee5\u63d0\u524d\u9884\u8b66\u6f5c\u5728\u7684\u65ad\u8d27\u6216\u79ef\u538b\u98ce\u9669\uff0c\u5e2e\u52a9\u4f01\u4e1a\u8fc5\u901f\u91c7\u53d6\u8865\u6551\u63aa\u65bd\u3002<\/p>\n<h2>\u884c\u4e1a\u5f71\u54cd\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n<p>TimesFM 2.5 \u7684\u53d1\u5e03\u6807\u5fd7\u7740\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6b63\u4ece\u4f20\u7edf\u7684\u7edf\u8ba1\u65b9\u6cd5\u5411\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u5b66\u4e60\u8303\u5f0f\u8f6c\u53d8\u3002\u901a\u8fc7\u63d0\u4f9b\u56de\u6d4b\u548c\u53ef\u6269\u5c55\u7684\u90e8\u7f72\u65b9\u6848\uff0cGoogle \u6709\u6548\u5730\u89e3\u51b3\u4e86\u6a21\u578b\u843d\u5730\u96be\u3001\u9a8c\u8bc1\u96be\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5bf9\u4e8e\u96f6\u552e\u3001\u91d1\u878d\u3001\u7269\u6d41\u7b49\u884c\u4e1a\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u4ed6\u4eec\u53ef\u4ee5\u5229\u7528\u8fd9\u4e00\u5de5\u5177\uff0c\u4ee5\u524d\u6240\u672a\u6709\u7684\u7cbe\u5ea6\u9884\u6d4b\u672a\u6765\u3002\u4f8b\u5982\uff0c\u96f6\u552e\u5546\u53ef\u4ee5\u7cbe\u786e\u9884\u6d4b\u4e0d\u540c\u95e8\u5e97\u5728\u4e0d\u540c\u5929\u6c14\u548c\u4fc3\u9500\u4e0b\u7684\u9500\u91cf\uff0c\u4ece\u800c\u4f18\u5316\u5e93\u5b58\u5206\u914d\uff1b\u91d1\u878d\u673a\u6784\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u73b0\u91d1\u6d41\u6ce2\u52a8\u3002TimesFM 2.5 \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b97\u6cd5\uff0c\u66f4\u662f\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u52a0\u901f\u5668\u3002<\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u7bc7\u6559\u7a0b\u4e3a AI \u4ece\u4e1a\u8005\u63d0\u4f9b\u4e86\u4e00\u4efd\u5b9d\u8d35\u7684\u5b9e\u6218\u6307\u5357\u3002\u5b83\u8bc1\u660e\u4e86\u901a\u8fc7\u5408\u7406\u7684\u5de5\u7a0b\u67b6\u6784\u548c\u5148\u8fdb\u7684\u6a21\u578b\u80fd\u529b\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u51fa\u65e2\u5f3a\u5927\u53c8\u6613\u7528\u7684\u9884\u6d4b\u7cfb\u7edf\uff0c\u771f\u6b63\u5c06 AI \u7684\u4ef7\u503c\u8f6c\u5316\u4e3a\u5546\u4e1a\u751f\u4ea7\u529b\u3002<\/p>\n<p><strong>\u4fe1\u606f\u6765\u6e90\uff1a<\/strong> MarkTechPost<br \/><strong>\u539f\u6587\u94fe\u63a5\uff1a<\/strong> <a href=\"https:\/\/www.marktechpost.com\/2026\/08\/01\/end-to-end-forecasting-with-timesfm-2-5-backtesting-covariates-anomaly-detection-and-scalable-colab-deployment\/\">https:\/\/www.marktechpost.com\/2026\/08\/01\/end-to-end-forecasting-with-timesfm-2-5-backtesting-covariates-anomaly-detection-and-scalable-colab-deployment\/<\/a><\/p>\n<p><em>\u4fe1\u606f\u6765\u6e90\uff1aMarkTechPost\uff0c\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.marktechpost.com\/2026\/08\/01\/end-to-end-forecasting-with-timesfm-2-5-backtesting-covariates-anomaly-detection-and-scalable-colab-deployment\/\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">https:\/\/www.marktechpost.com\/2026\/08\/01\/end-to-end-forecasting-with-timesfm-2-5-backtesting-covariates-anomaly-detection-and-scalable-colab-deployment\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google\u6700\u65b0\u53d1\u5e03\u7684TimesFM 2.5\u6a21\u578b\uff0c\u901a\u8fc7\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u5c55\u793a\u4e86\u5728\u96f6\u552e\u9884\u6d4b\u3001\u5f02\u5e38\u68c0\u6d4b\u53ca\u591a\u53d8\u91cf\u5206\u6790\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4e3a\u6570\u636e\u79d1\u5b66\u5b9e\u8df5\u8005\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2385","post","type-post","status-publish","format-standard","hentry","category-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Google\u63a8\u51faTimesFM 2.5\uff1a\u91cd\u5851\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u5546\u4e1a\u843d\u5730\u65b0\u8303\u5f0f - OAIDO AI<\/title>\n<meta name=\"description\" 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