MACHINE LEARNING SYSTEMS in Chinese translation

• 机器学习系统

Examples of using Machine learning systems in English and their translations into Chinese

Anthony Ledford, chief scientist at quant fund Man AHL, says more advanced machine learning systems sometimes prove less useful, too.
量化基金ManAHL首席科学家安东尼·莱福德（AnthonyLedford）表示，更先进的机器学习系统有时候也意味着它用处变小。

This hierarchy, and the formal restrictions it entails, explains why statistics-based machine learning systems are prevented from reasoning about actions, experiments and explanations.
这个层次结构及其所需的形式限制，解释了为什么基于统计学的机器学习系统无法推理行动，实验和解释。

Below are several tips and tricks that will help developers interested in getting their own machine learning systems up and running.
以下是一些技巧和窍门，可以帮助那些有兴趣架设和运行自己的机器学习系统的开发人员：.

To combat“garbage in, garbage out”, we must train our machine learning systems with high quality, inclusive data.
为了打击“垃圾输入，垃圾输出”，我们必须用高质量、包容性的数据来训练我们的机器学习系统。

This hierarchy, and the formal restrictions it entails, explains why statistics-based machine learning systems are prevented from reasoning about actions, experiments and explanations.
这种层次结构及其所包含的形式限制解释了为什么基于关联的机器学习系统无法推理动作、实验和因果解释。

Called SageMaker, it's designed to make it easier for everyday developers and scientists to build their own custom machine learning systems.
SageMaker旨在为客户提供各种预建开发环境，让日常开发人员和科学家更容易建立自己的定制机器学习系统。

Machine learning systems can be easily fooled or subverted, with neural networks vulnerable to novel attacks such as adversarial examples, model stealing, and data poisoning.
机器学习系统很容易被愚弄或被颠覆：神经网络很容易受到一系列新奇攻击的影响，包括敌对的例子、模型窃取和数据中毒。

In addition, machine learning systems in most cases interoperate with various other systems, such as web services, reporting systems, payment processing systems, and so on.
此外，机器学习系统可以在大多数情况下，与各种其它系统进行互操作，如Web服务、报告系统、支付处理系统等。

Throughout our team's history, we have built tools that help us to conduct machine learning research and deploy machine learning systems in Google's many products.
纵观我们团队的历史，我们已经开发了一些工具，帮助我们进行机器学习研究，并在谷歌的许多产品中部署了机器学习系统。

Current machine learning systems operate, almost exclusively, in a statistical, or model-free mode, which entails severe theoretical limits on their power and performance.
传统的机器学习系统几乎完全以统计学或盲模型的方式运行，这对于其力量和性能造成了严格的理论上的限制。

Unfortunately, existing machine learning systems focus narrowly on model training- a small fraction of the overall development time- and neglect to address iterative development.
不幸的是，现有的机器学习系统只关注模型训练-只占整个开发时间的一小部分-而忽略了解决迭代开发问题。

Current machine learning systems operate, almost exclusively, in a statistical, or model-blind mode, which entails severe theoretical limits on their power and performance.
目前的机器学习系统几乎完全以统计学或盲模型的方式运行，这对于其力量和性能造成了严格的理论上的限制。

When his team rebuilt some popular Machine Learning systems, they found that for some budgets, more antiquated methods made more sense than flashier ones.
当他的团队重建一些流行的机器学习系统时，他们发现在预算约束下，较为陈旧的方法比更酷炫的方法更有意义。

So, we have built semi-automated machine learning systems to aid in our content creation process targeting various language proficiencies, as measured by the CEFR standard.
因此，我们构建了半自动的机器学习系统，以帮助我们针对于不同的语言熟悉程度进行的内容创建过程（根据CEFR标准进行衡量）。

As a research scientist at IBM, Malioutov spends part of his time building machine learning systems that solve difficult problems faced by IBM's corporate clients.
Malioutov是IBM的一名研究科学家，他的部分工作是开发能为IBM的企业客户解决所面临的难题的机器学习系统。

A widely cited 2015 paper from Google highlighted the fact that real-world machine learning systems have many components aside from analytic models.
年一篇来自Google被广泛引用的文章强调了这样一个事实，即现实世界的机器学习系统除了分析模型之外还有很多的组成部分。

Nation states, terrorists, hacking groups, hacktivists and even rogue competitors will turn their attention to manipulating machine learning systems that underpin products and services.
民族国家、恐怖分子、黑客组织、黑客行动主义者甚至是流氓竞争者，都将把注意力转移到操纵支持产品和服务的机器学习系统上。

First, the transition to a machine learned system will be smoother.
首先，向机器学习系统的过渡会更平稳。

Fluctuating environments: a Machine Learning system can adapt to new data.
环境有波动：机器学习算法可以适应新数据。

A Machine Learning System.
为机器学习系统.