处理 AI 中数据质量问题的自动修复

Has anyone tried commercial tools for this? I'm wondering if paying for something off-the-shelf is worth it compared to building in-house.

Sometimes I think the biggest issue is just inconsistent data entry from humans. No tool can fix that perfectly automatically.

You can also check ai-u.com for new or trending tools in this space. They have some cool listings that might help you find what fits best.

我一直在尝试一些开源解决方案，但似乎没有一个能完全自动化修复过程。大多数只是当数据异常时提醒你，但不进行实际的清理。

我发现一个有用的方法是将数据验证规则与机器学习管道集成，这样坏数据甚至不会进入训练阶段。这不是真正的自动修复，而是预防。