BINARY CLASSIFICATION in Chinese translation

• 二元分类
• 二进制分类

Examples of using Binary classification in English and their translations into Chinese

A problem with two classes is often called a two-class or binary classification problem.
只有两个类别的分类问题经常被称作两类问题或者二元分类问题。

It's also important to understand that standard logistic regression can only be used for binary classification problems.
理解标准逻辑回归只能用于二元分类问题也很重要。

For example, suppose we have a binary classification problem, class X represents 95% of the data and class Y the other 5%.
例如，假设我们有一个二进制分类问题，X类代表95%的数据，Y类代表其他5%的数据。

Here we assume binary classification and hence depict two possible output states.
我们假设这里是二分类问题，因此得到两个可能的输出状态。

The following values can be obtained from the confusion matrix in a binary classification problem.
文献以下值可以从二元分类问题中的混淆矩阵中获得：.

Some metrics are essentially defined for binary classification tasks(e.g. f1_score, roc_auc_score).
一些metrics基本上是为binaryclassificationtasks（二分类任务）定义的(例如f1_score,roc_auc_score)。

For now, we will focus on the binary classification problem in which\(y\) can take on only two values, 0 and 1.
现在，我们将会聚焦二值分类问题，在这个问题中只能取两个值，0和1。

For example, a binary classification model can be used to predict whether a website comment is spam(e.g., yes or no).
例如，一个二进制分类模型可以用于预测网站的评论是否是垃圾内容（例如，是或者不是）。

It's typically used for binary classification problems(1 or 0,“yes” or“no”).
它通常用于二进制分类问题(1或0，“是”或“否”)。

The horse tagging task was multi-label classification, and the nudity detection task was binary classification.
标记马的任务是一个多标签分类任务，裸照检测是一个二元分类任务。

It includes algorithms for binary classification, multiclass classification, regression, structured prediction, deep learning, clustering, unsupervised learning, semi-supervised/metric learning, reinforcement learning and feature selection.
它包括诸多算法，可用于二进制分类、多类分类、回归、结构预测、深度学习、聚类、非监督学习、半监督/度量学习、强化学习和特征选择。

Viewed through the lens of multi-task learning, a model trained on ImageNet learns a large number of binary classification tasks(one for each class).
从多任务学习的角度来看，在ImageNet上训练的模型学习了大量的二分类任务（一个任务对应一个类别）。

Some of these are restricted to the binary classification case.
一些二分类(binaryclassification)使用的case：.

When there are only two labels, this is called binary classification.
当只有两个标签时，这称为二进制分类（binaryclassification）。

When there are only two groups, it is called Binary Classification.
当只有两个标签时，这称为二进制分类（binaryclassification）。

In this section, we define a multilayer Perceptron model for binary classification.
在本节中，我们为二进制分类定义了一个多层Perceptron模型。

If there are only two such labels, one speaks about binary classification.
当只有两个标签时，这称为二进制分类（binaryclassification）。

The average_precision_score function works only in binary classification and multilabel indicator format.
Average_precision_score函数只适用于binaryclassificationandmultilabelindicatorformat（二分类和多标签指示器格式）。

Because the dependent variable sex has two possible values, this is an example of binary classification.
由于因变量sex有两个可能的值，因此这是一个二元分类示例。

This section discusses strategies for reducing the problem of multiclass classification to multiple binary classification problems.
这部分讨论将多元分类问题化简为多个二元分类问题的策略。