However, the machine learning systems that power most of these applications run in the cloud and are computationally intensive and have significant memory requirements.
好,对于一个单一的机器学习系统,需要一定的努力来实现这一点。
Well, given a single machine-learning system there's a certain effort needed to achieve this.
换句话来说,人类产生的机器学习系统上运行的数据是由人类设计的算法。
In other words, machine learning systems that run on data produced by humans are based on algorithms designed by humans.
相比之下,新的机器学习系统每秒最多可以查看600张图像。
In contrast, the new machine-learning system can review up to 600 images per second.
自动化的机器学习系统将把预测分析带到下一个层次,但是会增加一些陡峭的学习曲线。
Automated ML systems will take Predictive Analysis to the next level but there will be some steep learning curves.
今天,AI可以在称为神经架构搜索(NAS)的过程中设计称为神经网络的机器学习系统。
Today, AI can design machine learning systems known as neural networks in a process called neural architecture search(NAS).
脸书的机器学习系统提炼两千种数据(或者用行业术语说是“特征”)以完成这些预测。
Two thousand kinds of data(or“features” in the industry parlance)get smelted in Facebook's machine-learning system to make those predictions.
这就是为什么监督的机器学习系统比没有监督的系统更常见,至少现在是这样。
That's why supervised ML systems are more common than unsupervised ones, at least for now.
比如信息是如何进行收集的,或者它的机器学习系统的数据集是如何进行预测分析的。
Information is sparse on how it does this or what datasets its machine learning system mines for predictive analytics.
上图所示为研究人员为他们的机器学习系统选择了任意的频率响应来寻找要创建的超材料(圆)。
The researchers chose arbitrary frequency responses for their machine learning system to find metamaterials to create(circles).
这些研究者所采用的机器学习系统是一个神经网络,之所以这样叫是因为它粗略地模仿了人脑的结构。
The researchers' machine-learning system is a neural network, so called because it roughly approximates the architecture of the human brain.
大多数现有的机器学习系统并不会试图去了解不同概念之间的关系。
Most existing machine-learning systems don't try to understand the relationship between concepts.
The research behind this beganlast year while our team was developing the machine learning systems that enable conversational understanding capability in Allo and Inbox.
因此,大脑将成本函数作为其发展的决定性驱动力,正如当今的机器学习系统一样。
Thus, the brain uses cost functions as a key driving force of its development,much as modern machine learning systems do.
目前的机器学习系统自己无法产生视错觉--至少现在不能。
Current machine-learning systems cannot generate their own optical illusions- at least not yet.
因此,他们鼓励在设计一个“公平”的机器学习系统时考虑长期结果。
Thus, they encourage looking at thelong-term outcomes when designing a“fair” machine-learning system.
所以,我们打造了一个全新的机器学习系统,我们称之为TensorFlow。
So we have built an entirely new machine learning system, which we call“TensorFlow.”.
通常,计算机科学家将尽可能多地为他们的机器学习系统提供培训数据。
Typically, computer scientists will try to feed their machine-learning systems as much training data as possible.
The research behind this beganlast year while our team was developing the machine learning systems that enable conversational understanding capability in Allo and Inbox.
因此我们建立了全新的机器学习系统,我们管他叫做”TensorFlow”。
So we have built an entirely new machine learning system, which we call“TensorFlow.”.
因此,我们开始建立起一套全新的机器学习系统,它就是“TensorFlow”。
So we have built an entirely new machine learning system, which we call“TensorFlow.”.
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