让人头疼的AI bug (随想)

虽然概念上，人工智能和机器学习不等同。但是本文提及的AI，指的是基于机器学习的AI. 一个软件产品，出了错误叫bug，bug需要修。那一个机器学习的模型，准确率在那摆着呢，大伙心知肚明是有一定的犯错率的，怎么办。想了想，可能就是这么办吧。 不予理会。推荐引擎推荐错了，质量不高，也不会搞出什么大问题。continuous research，以提高转换率为目标，继续努力就好了。和bug一样，得修，模型必须改进。比如说，公交车董明珠的广告当作董明珠闯红灯。和bug一样，得修，可是模型该进不了了。写一些rule，强行修正，或者在模型前端写一些rule来过滤。比如说NER专名识别，可以写一些正则表达式来补捉一下被模型漏掉的词组。或者干脆公开表示，模型是有错误的，对错误敏感的问题，请根据评分，进行人工干预纠正。 对于QA来说，AI Bug真的是比较头疼。什么是bug嘛。你倒是给我说一下，什么样的错误得报告。AI QA说，AI部分的测试，大部分的情况就是做一下合理性检测，保证一下没有因为软件的bug，而使得输出的都是垃圾的问题。模型质量还是必须依赖实验室的统计数据为准。确实，对于AI QA也没什么标准可循。 最近听一个talk，其中提到，过去十年，大部分的企业的AI feature还是nice to have. 未来十年是must have. 既然是must have，那对于质量问题就必须正面严谨对待。对于AI能够解决的问题，市场营销上也从搞噱头造势，转到更加实事求是地阐述AI在该领域能解决的问题。曾经看到一个Legal AI是这么说的，我们不是要取代你们的工作，我们是让你们的工作更加的轻松，不用浪费生命与枯燥重复的事情上。基于这样的定位，对于AI的错误，势必要严谨对待，不能向以前那样不管，以前反正是nice to have的功能嘛。 Amazon去年release了a2i，提供了一个用户反馈框架，让用户审核那些评分较低的预测。这看上去貌似和主潮流不符。research届不是此起彼伏报告模型准确率破纪录吗，怎么这么多年过去了，还搞人工干预纠正AI了。我想这也可能是AI implementaion走向成熟期的一个表现吧。真正的做到普及之前，必须有能力对质量有更好的monitor，对错误作出及时的反馈。目标是一个成熟可用的系统，而不是nice to have的无人问津的功能。当然a2另外一个很大的作用是收集用户的反馈来作为模型输入，以更好的提高模型质量。 提到修AI Bug的强有力手段，rule，想起了多年前一个朋友曾提及他的朋友在某公司从事AI，后来发现流水线上起作用的主要部分是rule，而不是机器学习算法。作为新生代AI宗教信徒的他，过不了这个fake AI的梗，果断离职。不过相信多年磨砺之后，遭遇了AI领域更多理想和现实的矛盾，现在可能没当初那么义愤填膺了。大部分的机器学习工程师对于rule的感情是很复杂的，既鄙视它，又离不开它。实际上，如果不是完全黑盒子的深度学习，AI 流水线上需要涉及到很大工作量的特征工程。而很大可能，某个特征就是一个rule产生的。纵览整个流水线，rule比重多一点还是机器学习算法比重多一点呢。AI落实到实际产品，脚踏实地必须自动化一些重复工作的时候，可能并不需要太较真。毕竟rule工作本身很繁琐，当算法在工程上达到标准后，rule被取代那是必然之势。  阅读作者更多原创文章，关注微信公众号:<img src="data:image/jpeg;base64,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" width="196">