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Mixers\uff08TTM\uff09\u4e8e2024\u5e746\u6708\u53d1\u5e03\uff0c\u63d0\u4f9b\u4e86\u4f20\u7edf\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\u7684\u8f7b\u91cf\u7ea7\u66ff\u4ee3\u65b9\u6848\u3002TTM\u662f\u4e00\u79cd\u57fa\u4e8eMLP\u7684\u6a21\u578b\uff0c\u4f9d\u8d56\u5168\u8fde\u63a5\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u4e0d\u662f\u4f7f\u7528Transformer\u7684\u6ce8\u610f\u529b\u673a\u5236\u3002\u50cf\u81ea\u9002\u5e94\u8865\u4e01\u548c\u5206\u8fa8\u7387\u524d\u7f00\u8c03\u4f18\u8fd9\u6837\u7684\u6280\u672f\u521b\u65b0\u8ba9TTM\u53ef\u4ee5\u5728\u5904\u7406\u591a\u53d8\u91cf\u9884\u6d4b\u548c\u5916\u751f\u53d8\u91cf\u7684\u540c\u65f6\uff0c\u6709\u6548\u5730\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u6570\u636e\u96c6\u3002\u9ad8\u6548\u7387\u4f7f\u5176\u6210\u4e3a\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u4f4e\u5ef6\u8fdf\u73af\u5883\u7684\u4e00\u79cd\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<p>AutoLab\u7684MOMENT\u4e5f\u4e8e2024\u5e745\u6708\u53d1\u5e03\uff0c\u662f\u4e00\u79cd\u4e3a\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u8bbe\u8ba1\u7684\u5f00\u6e90\u57fa\u7840\u6a21\u578b\u7cfb\u5217\u3002MOMENT\u514b\u670d\u4e86\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u9884\u8bad\u7ec3\u65b9\u9762\u7684\u4e09\u5927\u6311\u6218\uff1a\u7f3a\u5c11\u5927\u578b\u5185\u805a\u516c\u5171\u65f6\u95f4\u5e8f\u5217\u5b58\u50a8\u5e93\u3001\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u591a\u79cd\u7279\u5f81\uff08\u6bd4\u5982\u53ef\u53d8\u91c7\u6837\u7387\u548c\u5206\u8fa8\u7387\uff09\u4ee5\u53ca\u7f3a\u5c11\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u7684\u65e2\u5b9a\u57fa\u51c6\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0cAutoLab\u5f15\u5165\u4e86\u65f6\u95f4\u5e8f\u5217\u5806\uff08Time Series Pile\uff09\uff0c\u8fd9\u662f\u8de8\u591a\u4e2a\u9886\u57df\u7684\u516c\u5171\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u96c6\u5408\uff0c\u5e76\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u51c6\u6765\u8bc4\u4f30MOMENT\u5904\u7406\u77ed\u671f\u548c\u957f\u671f\u9884\u6d4b\u3001\u5206\u7c7b\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u586b\u8865\u7b49\u4efb\u52a1\u7684\u8868\u73b0\u3002\u501f\u52a9\u6700\u5c0f\u5316\u5fae\u8c03\uff0cMOMENT\u5728\u5904\u7406\u8fd9\u4e9b\u4efb\u52a1\u65f6\u63d0\u4f9b\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u96f6\u6837\u672c\u5b66\u4e60\u6027\u80fd\uff0c\u63d0\u4f9b\u4e86\u6613\u4e8e\u6269\u5c55\u7684\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u8fd9\u4e9b\u6a21\u578b\u4ee3\u8868\u4e86\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u65b0\u524d\u6cbf\u3002\u5b83\u4eec\u4e3a\u5404\u884c\u5404\u4e1a\u63d0\u4f9b\u4e86\u751f\u6210\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3001\u8bc6\u522b\u590d\u6742\u6a21\u5f0f\u4ee5\u53ca\u6539\u8fdb\u51b3\u7b56\u7684\u80fd\u529b\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u5bf9\u5927\u91cf\u7684\u7279\u5b9a\u9886\u57df\u8bad\u7ec3\u7684\u9700\u6c42\u3002<\/p>\n<h4>\u65f6\u95f4\u5e8f\u5217\u548c\u8bed\u8a00\u6a21\u578b\u7684\u672a\u6765\uff1a\u6587\u672c\u6570\u636e\u4e0e\u4f20\u611f\u5668\u6570\u636e\u76f8\u7ed3\u5408<\/h4>\n<p>\u5c55\u671b\u672a\u6765\uff0c\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4e0e\u8bed\u8a00\u6a21\u578b\u76f8\u7ed3\u5408\u6b63\u5e26\u6765\u4ee4\u4eba\u5174\u594b\u7684\u521b\u65b0\u3002\u50cfChronos\u3001Moirai\u548cTimesFM\u8fd9\u6837\u7684\u6a21\u578b\u6b63\u5c06\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u63a8\u5411\u65b0\u7684\u9ad8\u5cf0\uff0c\u4f46\u4e0b\u4e00\u4e2a\u524d\u6cbf\u662f\u5c06\u4f20\u7edf\u4f20\u611f\u5668\u6570\u636e\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u672c\u76f8\u7ed3\u5408\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u4ee5\u6c7d\u8f66\u884c\u4e1a\u4e3a\u4f8b\uff0c\u501f\u52a9NLP\u5c06\u4f20\u611f\u5668\u6570\u636e\u4e0e\u6280\u672f\u4eba\u5458\u62a5\u544a\u548c\u670d\u52a1\u8bb0\u5f55\u76f8\u7ed3\u5408\uff0c\u4ee5\u5168\u9762\u6df1\u5165\u5730\u4e86\u89e3\u6f5c\u5728\u7684\u7ef4\u62a4\u95ee\u9898\u3002\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\uff0c\u75c5\u4eba\u7684\u5b9e\u65f6\u76d1\u6d4b\u4e0e\u533b\u751f\u7684\u7b14\u8bb0\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u9884\u6d4b\u65e9\u671f\u8bca\u65ad\u7684\u5065\u5eb7\u7ed3\u679c\u3002\u96f6\u552e\u548c\u62fc\u8f66\u516c\u53f8\u5219\u5229\u7528\u793e\u4ea4\u5a92\u4f53\u548c\u6d3b\u52a8\u6570\u636e\u4ee5\u53ca\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff0c\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u91cd\u5927\u6d3b\u52a8\u671f\u95f4\u7684\u62fc\u8f66\u9700\u6c42\u6216\u9500\u552e\u9ad8\u5cf0\u3002<\/p>\n<p>\u901a\u8fc7\u7ed3\u5408\u8fd9\u4e24\u79cd\u5f3a\u5927\u7684\u6570\u636e\u7c7b\u578b\uff0c\u7269\u8054\u7f51\u3001\u533b\u7597\u4fdd\u5065\u548c\u7269\u6d41\u7b49\u884c\u4e1a\u6b63\u5728\u66f4\u6df1\u5165\u3001\u66f4\u5b9e\u65f6\u5730\u4e86\u89e3\u5f53\u524d\u53d1\u751f\u7684\u60c5\u51b5\u548c\u5373\u5c06\u53d1\u751f\u7684\u8d8b\u52bf\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\u548c\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<div 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