What is the translation of " INTERPRETABILITY " in Chinese?

• 可解释性
• 解释能力

Examples of using Interpretability in English and their translations into Chinese

We need to prioritize interpretability- even in predictive contexts.
我们需要区分解释能力--甚至在预测环境中。

Interpretability(can the analytical model be easily explained to decision makers?).
解释能力（是否可以很容易地为决策者解决分析模型？）.

This is important because in some domains, interpretability is critical.
这是很重要的，因为在某些领域可解释性至关重要。

Interpretability means giving explanations to the end users for a particular decision or process.
可解释性意味着为最终用户提供特定决策或过程的解释。

This is important because in some domains, interpretability is quite important.
这很重要，因为在某些领域，可解释性非常重要。

However, because they are somewhat rigid in nature, these models provide a higher level of interpretability.
然而，由于它们在本质上有些死板，这些模型提供了更高层次的可解释性。

We are developing methods that allow better interpretability of machine learning systems.
我们正在研发能够更好地解释机器学习系统的方法。

Prior to this, interpretability methods only explained what neural networks were doing in terms of“input features.”.
在此之前，可解释性方法仅从“输入特征”的角度解释神经网络在做什么。

We are developing methods that allow better interpretability of machine learning systems.
我们正在开发可以更好地解释机器学习系统的方法。

Both interpretability and justifiability are subjective and depend on the knowledge and experience of the decision maker.
解释能力和合理性都是主观判断，取决于决策者的知识和经验。

We are developing methods that allow better interpretability of machine learning systems.
我们正在研究可以更好地解释机器学习系统的方法。

In either case, chasing interpretability may not satisfy our desire for a straightforward, plain-English description of a neural net output.
无论是哪种情况，追求可解释性也许都无法满足我们对“简单易懂的神经网络输出”的渴求。

Methods from inferential statistics can range from quite simple to wildly complex, varying also in their precision, abstractness, and interpretability.
推论统计的方法可以从简单到复杂，也可以在抽象性和可解释性方面有所不同。

To achieve this high level of interpretability, GE needs to invent completely new technologies.
为了实现这种高度的可解释性，通用电气需要发明全新的技术。

The next 3 methods are the alternative approaches that can provide better prediction accuracy and model interpretability for fitting linear models.
接下来的3种方法是可以为线性模型的拟合提供更好的预测精度和模型可解释性的替代方法。

More work on improving model interpretability and on reducing model complexity without sacrificing accuracy is needed.
在不牺牲精度的情况下改善模型解释性和减少模型的复杂性，需要更多的工作。

A good experimentation layer brings automation for feature engineering, feature selection, model selection, model optimization and model interpretability.
良好的实验层为特征工程、特征选择、模型选择、模型优化和模型可解释性带来自动化。

Part of this movement involves a reemphasis on interpretability in models, as opposed to black-box models.
这一运动部分涉及重新强调模型的可解释性，而不是黑箱模型。

For this reason, interpretability is a paramount quality that machine learning methods should aim to achieve if they are to be applied in practice.
因此，可解释性是机器学习方法如果要在实践中应用的目标应达到的最高质量。

We need to demystify the black box machine learning models and improve transparency and interpretability to make them more trustworthy and reliable.
我们需要了解更多，需要揭开黑盒机器学习模型的神秘面纱，提高透明度和可解释性，使它们更值得信赖和可靠。

Fairness, Interpretability and Explainability are identified as the most frequently mentioned ethical challenges across 59 ethical AI principle documents.
公平和可解释性被认为是59项道德规范AI原则中最常提及的道德挑战。

When it comes to these non-cognitive tasks, interpretability of trained models will become more valuable, noted by Murphy.
当谈到这些非认知任务，Murphy认为训练模型的解释性将变得更有价值。

Yet regulated industries(like banking) remain hesitant, often prioritizing regulatory compliance and algorithm interpretability over accuracy and efficiency.
然而，受监管的行业（如银行）仍然犹豫不决，往往优先考虑法规遵从性和算法解释的准确性和效率。

The purpose of image computing is to improve interpretability of the reconstructed image and extract clinically relevant information from it.
图像计算的目的是提高重构图像的可解读性并从中提取与临床相关的信息。

For post hoc interpretability, work in this field should fix a clear objective and demonstrate evidence that the offered form of interpretation achieves it.
对于“事后可解释性”，则应确定一个明确的目标，并证明所提供的解释形式能够实现这一目标。

This comes at the expense of a small increase in the bias and some loss of interpretability, but generally greatly boosts the performance in the final model.
这是以偏差的小幅增加和一些可解释性的丧失为代价的，但是在最终的模型中通常会大大提高性能。

Ensure Human Interpretability of Algorithmic Decisions: AI systems must be designed with the minimum requirement that the designer can account for an AI agent's behaviors.
确保算法决策的人类可解释性：AI系统的设计最低要求是，设计人员可以为AI能动者的行为负责。

Moreover, this grammar allows us to systematically explore the space of interpretability interfaces, enabling us to evaluate whether they meet particular goals.
而且，这个语法使得我们能够系统性地对可解释性界面空间进行探索，使我们能够评估它们是否与特定的目标相符合。

Sara Hooker, Google Brain researcher working on interpretability and model compression, founder of data for good non-profit Delta Analytics.
SaraHooker，GoogleBrain研究员，致力于解释性和模型压缩，非营利性DeltaAnalytics数据的创始人。

The complexity of the study intervention limits interpretability, but assessment is warranted of whether implementing this intervention in routine settings reduces acute care readmission.
研究干预的复杂性限制了可解释性，但是有必要评估在常规环境中实施这种干预是否会减少急性护理的再入院率。