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TECHNIQUES FOR SEMI-SUPERVISED TRAINING AND ASSOCIATED APPLICATIONS

机译:半监督培训和相关申请的技术

摘要

Described herein are semi- supervised machine learning techniques and associated computer- implemented applications. Some aspects provide a system configured to identify associations among data input to the system. In some embodiments, the system may map the input data to one or more vector spaces, such that associated groups of the input data form associated clusters in the vector space(s). For example, the mapping may be performed by one or more trained encoders (e.g., neural network encoders) of the system. Accordingly, a distance separating two data entries in a space may indicate a likelihood of association among the data entries. Various applications of such systems are described herein.
机译:这里描述的是半监督机器学习技术和相关的计算机实现的应用。一些方面提供了一种系统,该系统被配置为识别到系统输入的数据之间的关联。在一些实施例中,系统可以将输入数据映射到一个或多个向量空间,使得输入数据的相关组在向量空间中形成相关的群集。例如,映射可以由系统的一个或多个培训的编码器( e.g ,神经网络编码器)执行。因此,在空间中分离两个数据条目的距离可以指示数据条目之间关联的可能性。本文描述了这种系统的各种应用。

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