adj.无人监督的；无人管理的

Unsupervised learning algorithms can discover hidden patterns in data without explicit guidance.
无监督学习算法能够在没有明确指导的情况下发现数据中的隐藏模式。
The clustering algorithm used was unsupervised, allowing the system to naturally group similar data points.
所采用的聚类算法是无监督的，使得系统能够自然地将相似的数据点分组。
In unsupervised text mining, the goal is to find structure or extract information without labeled data.
在无监督的文本挖掘中，目标是在没有标记数据的情况下寻找结构或提取信息。
Unsupervised anomaly detection techniques help identify unusual behavior in network traffic by analyzing patterns.
通过分析模式，无监督的异常检测技术有助于识别网络流量中的异常行为。
The researcher applied unsupervised dimensionality reduction to simplify the complex dataset for easier analysis.
研究人员应用了无监督的降维方法来简化复杂的数据集，以便于分析。
Through unsupervised feature learning, the model learned to recognize faces without being explicitly told what a face looks like.
通过无监督特征学习，模型学会了识别面孔，而无需明确告知面孔的样子。
In the field of machine learning, unsupervised methods are often used for exploratory data analysis.
在机器学习领域，无监督方法常用于探索性数据分析。
Unsupervised machine translation models can generate translations without relying on parallel corpora for training.
无监督机器翻译模型能够在不依赖于并行语料库进行训练的情况下生成翻译。
By employing unsupervised neural networks, the system could categorize customer feedback into distinct themes automatically.
通过使用无监督神经网络，系统能自动将客户反馈分类为不同的主题。
Unsupervised hierarchical clustering is a method used to organize observations into a tree-like structure based on their similarity.
无监督的层次聚类是一种根据相似性将观察值组织成树状结构的方法。