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今天读到一篇不错的文章,讨论了 IBM FreaAI 的一些分析过程,前面还有两篇概要也可以一起读。文章着重对树模型划分出来的各个小区间做评估,找到隐患最大的地方。大体的流程上是对原始特征做直方图,随后到 PDF,再不断便利 Y 轴找到既定的 metric 剧烈变化的地方。可以配合树模型自己算出来的信息熵一起用。这个技巧不是太常见,我只在两年前某一次 Kaggle 竞赛中遇到,举办方弄了一些诡异的合成数据…… https://towardsdatascience.com/how-to-find-weaknesses-in-your-machine-learning-models-3bcce3c7d71e



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今天读到一篇不错的文章,讨论了 IBM FreaAI 的一些分析过程,前面还有两篇概要也可以一起读。文章着重对树模型划分出来的各个小区间做评估,找到隐患最大的地方。大体的流程上是对原始特征做直方图,随后到 PDF,再不断便利 Y 轴找到既定的 metric 剧烈变化的地方。可以配合树模型自己算出来的信息熵一起用。这个技巧不是太常见,我只在两年前某一次 Kaggle 竞赛中遇到,举办方弄了一些诡异的合成数据…… https://towardsdatascience.com/how-to-find-weaknesses-in-your-machine-learning-models-3bcce3c7d71e

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Telegram is a free app and runs on donations. According to a blog on the telegram: We believe in fast and secure messaging that is also 100% free. Pavel Durov, who shares our vision, supplied Telegram with a generous donation, so we have quite enough money for the time being. If Telegram runs out, we will introduce non-essential paid options to support the infrastructure and finance developer salaries. But making profits will never be an end-goal for Telegram.

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The cloud-based messaging platform is also adding Anonymous Group Admins feature. As per Telegram, this feature is being introduced for safer protests. As per the Telegram blog post, users can “Toggle Remain Anonymous in Admin rights to enable Batman mode. The anonymized admin will be hidden in the list of group members, and their messages in the chat will be signed with the group name, similar to channel posts.”

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