{"id":1995,"date":"2024-02-28T03:10:39","date_gmt":"2024-02-27T19:10:39","guid":{"rendered":"https:\/\/infernews.com\/?p=1995"},"modified":"2024-05-23T19:22:25","modified_gmt":"2024-05-23T11:22:25","slug":"google-announces-200m-parameter-ai-forecasting-model-timesfm-infoq","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/google-announces-200m-parameter-ai-forecasting-model-timesfm-infoq\/","title":{"rendered":"TimesFM &#8211; \u9810\u8a13\u7df4\u6642\u9593\u5e8f\u5217\u57fa\u790e\u6a21\u578b"},"content":{"rendered":"<p>Google Research \u767c\u4f48 TimesFM\uff0c\u9019\u662f\u4e00\u500b\u57fa\u65bc Transformer \u7684 200M \u53c3\u6578\u57fa\u790e\u6a21\u578b\uff0c\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002 TimesFM \u7d93\u904e\u8fd1 100B \u500b\u8cc7\u6599\u9ede\u7684\u8a13\u7df4\uff0c\u5177\u6709\u96f6\u6a23\u672c\u9810\u6e2c\u6548\u80fd<\/p>\n<p><\/p>\n<p>\u9019\u500b <strong>\u9810\u8a13\u7df4\u6642\u9593\u5e8f\u5217\u57fa\u790e\u6a21\u578b<\/strong>\uff08Time Series Foundation Model\uff09\uff0c\u53ef\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002\u5b83\u662f\u4e00\u7a2e\u57fa\u65bc Transformer \u7684\u6a21\u578b\uff0c\u5728\u5927\u91cf\u6642\u9593\u5e8f\u5217\u6578\u64da\u4e0a\u9032\u884c\u4e86\u9810\u8a13\u7df4\u3002TimesFM \u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\uff0c\u5305\u62ec\uff1a<\/p>\n<p> <\/p>\n<ul class=\"wp-block-list\">\n<li>\u92b7\u552e\u9810\u6e2c<\/li>\n \n<li>\u5eab\u5b58\u7ba1\u7406<\/li>\n \n<li>\u9700\u6c42\u9810\u6e2c<\/li>\n \n<li>\u7570\u5e38\u6aa2\u6e2c<\/li>\n \n<li>\u8a2d\u5099\u6545\u969c\u9810\u6e2c<\/li>\n<\/ul>\n<p><\/p>\n\n<div class=\"vlp-link-container vlp-layout-spotlight-clone wp-block-visual-link-preview-link\"><a href=\"https:\/\/research.google\/blog\/a-decoder-only-foundation-model-for-time-series-forecasting\/\" class=\"vlp-link\" title=\"A decoder-only foundation model for time-series forecasting\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-main\"><span class=\"vlp-block-0 vlp-link-title\">A decoder-only foundation model for time-series forecasting<\/span><div class=\"vlp-block-1 vlp-link-summary\">TimesFM \u53ef\u7528\u65bc \u96f6\u552e \u91d1\u878d \u88fd\u9020\u696d<\/div><div class=\"vlp-block-2 vlp-link-image\"><img loading=\"lazy\" decoding=\"async\" style=\"max-width: 1024px;\" width=\"1024\" height=\"637\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3-1024x637.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3-1024x637.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3-300x187.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3-768x478.jpg 768w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3-640x398.jpg 640w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/image3.jpg 1084w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/div><\/div>\n\n\n<p>TimesFM \u662f\u7531 Google Research \u958b\u767c\u7684<strong>\u9810\u8a13\u7df4\u6642\u9593\u5e8f\u5217\u57fa\u790e\u6a21\u578b<\/strong>\uff08Time Series Foundation Model\uff09\uff0c\u53ef\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002\u5b83\u662f\u4e00\u7a2e\u57fa\u65bc Transformer \u7684\u6a21\u578b\uff0c\u5728\u5927\u91cf\u6642\u9593\u5e8f\u5217\u6578\u64da\u4e0a\u9032\u884c\u4e86\u9810\u8a13\u7df4\u3002TimesFM \u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u92b7\u552e\u9810\u6e2c<\/li>\n\n\n\n<li>\u5eab\u5b58\u7ba1\u7406<\/li>\n\n\n\n<li>\u9700\u6c42\u9810\u6e2c<\/li>\n\n\n\n<li>\u7570\u5e38\u6aa2\u6e2c<\/li>\n\n\n\n<li>\u8a2d\u5099\u6545\u969c\u9810\u6e2c<\/li>\n<\/ul>\n\n\n\n<p>TimesFM \u7684\u512a\u9ede\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>**\u9ad8\u6e96\u78ba\u6027\uff1a**TimesFM \u5728\u8a31\u591a\u57fa\u6e96\u6e2c\u8a66\u4e2d\u8868\u73fe\u51fa\u6700\u5148\u9032\u7684\u6e96\u78ba\u6027\u3002<\/li>\n\n\n\n<li>**\u53ef\u89e3\u91cb\u6027\uff1a**TimesFM \u53ef\u4ee5\u63d0\u4f9b\u5176\u9810\u6e2c\u7684\u89e3\u91cb\uff0c\u9019\u6709\u52a9\u65bc\u7528\u6236\u7406\u89e3\u6a21\u578b\u7684\u6c7a\u7b56\u3002<\/li>\n\n\n\n<li>**\u53ef\u64f4\u5c55\u6027\uff1a**TimesFM \u53ef\u4ee5\u91dd\u5c0d\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\u9032\u884c\u5fae\u8abf\u3002<\/li>\n<\/ul>\n\n\n\n<p>TimesFM \u7684\u5de5\u4f5c\u539f\u7406\u662f\u5b78\u7fd2\u6642\u9593\u5e8f\u5217\u6578\u64da\u7684\u8868\u793a\u3002\u7136\u5f8c\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528\u6b64\u8868\u793a\u4f86\u9810\u6e2c\u65b0\u6578\u64da\u9ede\u7684\u503c\u3002TimesFM \u4f7f\u7528\u7684\u4e00\u7a2e\u7279\u6b8a\u6280\u8853\u7a31\u70ba\u81ea\u6ce8\u610f\u529b\uff08self-attention\uff09\u3002\u81ea\u6ce8\u610f\u529b\u5141\u8a31\u6a21\u578b\u5b78\u7fd2\u5e8f\u5217\u4e2d\u4e0d\u540c\u9ede\u4e4b\u9593\u7684\u9577\u671f\u4f9d\u8cf4\u95dc\u4fc2\u3002<\/p>\n\n\n\n<p>TimesFM \u5df2\u88ab\u7528\u65bc\u5404\u7a2e\u61c9\u7528\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>**\u96f6\u552e\uff1a**TimesFM \u53ef\u7528\u65bc\u9810\u6e2c\u96f6\u552e\u7522\u54c1\u7684\u92b7\u552e\u984d\u3002\u9019\u6709\u52a9\u65bc\u96f6\u552e\u5546\u512a\u5316\u5176\u5eab\u5b58\u6c34\u5e73\u548c\u4fc3\u92b7\u6d3b\u52d5\u3002<\/li>\n\n\n\n<li>**\u91d1\u878d\uff1a**TimesFM \u53ef\u7528\u65bc\u9810\u6e2c\u80a1\u7968\u50f9\u683c\u548c\u532f\u7387\u3002\u9019\u6709\u52a9\u65bc\u91d1\u878d\u6a5f\u69cb\u505a\u51fa\u660e\u667a\u7684\u6295\u8cc7\u6c7a\u7b56\u3002<\/li>\n\n\n\n<li>**\u88fd\u9020\u696d\uff1a**TimesFM \u53ef\u7528\u65bc\u9810\u6e2c\u6a5f\u5668\u6545\u969c\u3002\u9019\u6709\u52a9\u65bc\u88fd\u9020\u5546\u9632\u6b62\u505c\u6a5f\u548c\u751f\u7522\u640d\u5931\u3002<\/li>\n<\/ul>\n\n\n\n<p>TimesFM \u662f\u4e00\u7a2e\u5f37\u5927\u7684\u5de5\u5177\uff0c\u53ef\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\u3002\u5b83\u6709\u53ef\u80fd\u5728\u8a31\u591a\u884c\u696d\u7522\u751f\u91cd\u5927\u5f71\u97ff\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u95dc\u65bc TimesFM \u7684\u5176\u4ed6\u8cc7\u6e90\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/arxiv.org\/abs\/2310.10688\" target=\"_blank\" rel=\"noreferrer noopener\">TimesFM: A Transformer-based Foundation Model for Time Series Forecasting<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.infoq.com\/news\/2024\/02\/google-timesfm-forecasting\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google Announces 200M Parameter AI Forecasting Model TimesFM<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/m.youtube.com\/shorts\/zp2zsKq-qbQ\" target=\"_blank\" rel=\"noreferrer noopener\">TimesFM &#8211; Foundation Model for Time Series from Google &#8211; YouTube<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/vivekupadhyay1.medium.com\/timesfm-how-googles-pre-trained-model-can-revolutionize-time-series-forecasting-c0ac2e579d62\" target=\"_blank\" rel=\"noreferrer noopener\">TimesFM: How Google&#8217;s Pre-trained Model Can Revolutionize Time-Series Forecasting<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Google Research \u767c\u4f48 TimesFM\uff0c\u9019\u662f\u4e00\u500b\u57fa\u65bc Transformer \u7684 200M \u53c3\u6578\u57fa\u790e\u6a21\u578b\uff0c\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002 TimesFM \u7d93\u904e\u8fd1 100B \u500b\u8cc7\u6599\u9ede\u7684\u8a13\u7df4\uff0c\u5177\u6709\u96f6\u6a23\u672c\u9810\u6e2c\u6548\u80fd \u9019\u500b \u9810\u8a13\u7df4\u6642\u9593\u5e8f\u5217\u57fa\u790e\u6a21\u578b\uff08Time Series Foundation Model\uff09\uff0c\u53ef\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002\u5b83\u662f\u4e00\u7a2e\u57fa\u65bc Transformer \u7684\u6a21\u578b\uff0c\u5728\u5927\u91cf\u6642\u9593\u5e8f\u5217\u6578\u64da\u4e0a\u9032\u884c\u4e86\u9810\u8a13\u7df4\u3002TimesFM \u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\uff0c\u5305\u62ec\uff1a TimesFM \u662f\u7531 Google Research \u958b\u767c\u7684\u9810\u8a13\u7df4\u6642\u9593\u5e8f\u5217\u57fa\u790e\u6a21\u578b\uff08Time Series Foundation Model\uff09\uff0c\u53ef\u7528\u65bc\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u3002\u5b83\u662f\u4e00\u7a2e\u57fa\u65bc Transformer \u7684\u6a21\u578b\uff0c\u5728\u5927\u91cf\u6642\u9593\u5e8f\u5217\u6578\u64da\u4e0a\u9032\u884c\u4e86\u9810\u8a13\u7df4\u3002TimesFM \u53ef\u4ee5\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\uff0c\u5305\u62ec\uff1a TimesFM \u7684\u512a\u9ede\u5305\u62ec\uff1a TimesFM \u7684\u5de5\u4f5c\u539f\u7406\u662f\u5b78\u7fd2\u6642\u9593\u5e8f\u5217\u6578\u64da\u7684\u8868\u793a\u3002\u7136\u5f8c\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528\u6b64\u8868\u793a\u4f86\u9810\u6e2c\u65b0\u6578\u64da\u9ede\u7684\u503c\u3002TimesFM \u4f7f\u7528\u7684\u4e00\u7a2e\u7279\u6b8a\u6280\u8853\u7a31\u70ba\u81ea\u6ce8\u610f\u529b\uff08self-attention\uff09\u3002\u81ea\u6ce8\u610f\u529b\u5141\u8a31\u6a21\u578b\u5b78\u7fd2\u5e8f\u5217\u4e2d\u4e0d\u540c\u9ede\u4e4b\u9593\u7684\u9577\u671f\u4f9d\u8cf4\u95dc\u4fc2\u3002 TimesFM \u5df2\u88ab\u7528\u65bc\u5404\u7a2e\u61c9\u7528\uff0c\u5305\u62ec\uff1a TimesFM \u662f\u4e00\u7a2e\u5f37\u5927\u7684\u5de5\u5177\uff0c\u53ef\u7528\u65bc\u5404\u7a2e\u6642\u9593\u5e8f\u5217\u9810\u6e2c\u4efb\u52d9\u3002\u5b83\u6709\u53ef\u80fd\u5728\u8a31\u591a\u884c\u696d\u7522\u751f\u91cd\u5927\u5f71\u97ff\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e9b\u95dc\u65bc TimesFM \u7684\u5176\u4ed6\u8cc7\u6e90\uff1a<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[23],"tags":[59],"class_list":["post-1995","post","type-post","status-publish","format-standard","hentry","category-news","tag-llm"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/1995","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=1995"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/1995\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=1995"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=1995"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=1995"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}