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649435349 avatar 649435349 commented on June 13, 2024

什么叫对线上数据进行预测?如果是线上服务的话,这个感觉是工业问题吧,每个公司都会有成熟的在线 inference 系统的,具体得问问你们的工程实现方啊。在线预测的时候,输入的组织方式和离线的是一致的。

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huangxianliang avatar huangxianliang commented on June 13, 2024

什么叫对线上数据进行预测?如果是线上服务的话,这个感觉是工业问题吧,每个公司都会有成熟的在线 inference 系统的,具体得问问你们的工程实现方啊。在线预测的时候,输入的组织方式和离线的是一致的。

可能没有描述清楚,问题是这样的:离线训练的时候,用的是user_feat + ad_feat + session_list数据,预测是否点击,线上如果也这样的话应该没有意义了吧,因为session_list既然都已经发生了,预测是否点击也就没意义了,还请赐教

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649435349 avatar 649435349 commented on June 13, 2024

额,你好像对 CTR 问题不是很理解,你可以看看我引用的 DIN / YoutubeNet 那篇论文,里面有工程介绍。

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shuDaoNan9 avatar shuDaoNan9 commented on June 13, 2024

直接按照训练时候的样子组织数据传给模型预测分数不就好了吗?不过可以问下PB格式模型无法导出来咋搞

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