Fairness in machine learning is very important,as language understanding models can reflect human cognitive biases resulting in unwanted word associations and sentence completions.
然而,一些人认为该模型可能过于简化,并倾向于其他理论,如工作记忆模型。
However, some argue that the model may be oversimplified and favour other theories such as the working memory model..
数据模型可能是这样的,真的没有什么区别的选择;.
The data models may be such that there really would be no difference made by the choice.
其视觉优先模型可能比Twitter或Facebook的文字浓厚妆容更具吸引力。
Its visual-first model may be more appealing than Twitter's or Facebook's text-heavy makeup.
而训练这些模型可能需要在现代的硬件上花费几天或者几周。
These models can take days or weeks to train on modern hardware.
ProPublica在调查中发现,该模型可能对少数族裔有偏见。
An investigation carried out by ProPublica found evidence that this mathematical model could be biased against minorities.
构建人工智能模型可能是一件非常有趣的事情,但真正重要的事情是拥有比竞争对手更好的数据。
Building AI models may be very interesting, but what really matters is having better data than the competition.
我们意识到这种模型可能不会在美国起作用,但是我关心这个吗?不一定。?
We realize that this model may not work in the U.S. Do I care?
这些模型可能没有大量功能,但是对于新用户和预算有限的用户来说,它们是不错的选择。
These models might not be dripping in features, but they represent great options for new users and those on a budget.
用DAICO模型可能是朝着正确方向迈出的一步,但到目前为止,ICO团队一直不愿使用它。
Adopting the DAICO model could be a step in the right direction but so far ICO teams have been reluctant to use it.
有些模型可能需要几分钟的时间来训练,而另一些则需要几天甚至几周的时间。
Some models can take minutes to train, while others can take days or even weeks.
如果没有将足够的数据用于培训,模型可能无法学习,更糟的是,模型可能出现过度拟合。
If not enough data is used for training, a model may not be able learn or worse, it may over fit.
一组更精确的预测模型可能需要更多的处理和存储资源,但分析带来的优势或许会超越所增加的成本。
A more precise set of predictive models might require more processing and storage resources, but the analytics benefits could outweigh the added costs.
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