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在 WhatsApp 聊天中构建语言模型

在 WhatsApp 聊天中构建语言模型

无可否认,聊天机器人改变了我们与数字平台的互动。尽管底层语言模型处理复杂任务的能力取得了令人印象深刻的进步,但用户体验却常常不足,感觉不人性化和孤立。


验证 WhatsApp 电话号码的最简单方法

为了让对话更具关联性,我设想了一个聊天机器人,它可以模仿我随意的写作风格,类似于通过 WhatsApp 给朋友发短信。


在本文中,我将引导您完成构建(小型)语言模型的旅程,该模型使用我的 WhatsApp 聊天消息作为输入数据来生成合成对话。在此过程中,我尝试以一种可视化且希望易于理解的方式来阐明 GPT 架构的内部工作原理,并辅以实际的 Python 实现。您可以在我的 GitHub 上找到完整的项目。


笔记:模型类本身大块取自 Andrej Karpathy 的视频系列,并根据我的需要进行了调整。我强烈推荐他的教程。

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