Sentence examples for unlabeled data collection from inspiring English sources
In addition to these preprocessing steps, special care is taken to parse the PMC XML documents to get the full text for the unlabeled data collection.
An independent anesthesiologist, who did not participate in the study or data collection, prepared unlabeled syringes containing the study drugs.
We train a model that learns representational embeddings for motifs from a large collection of unlabeled data using a generative model.
Self-taught clustering (STC) is an instance of unsupervised transfer learning, which aims at clustering a small collection of unlabeled data in the target domain with the help of a large amount of unlabeled data in the source domain.
In many machine learning settings, labeled examples are difficult to collect while unlabeled data are abundant.
The advantages of such a strategy are that there is no need to completely label a large collection of data (as some unlabeled data is expected) and that the model has some prior knowledge (via the supervised data) to capture relevant class/label information in the data.
Because the proposed method is a semi-supervised learning method exploiting unlabeled data during feature extraction, we prepared a large document collection of domain text in addition to annotated datasets.
Unlabeled data are often ambled and cheap to collect in Big Data.
First, the unlabeled data used to build unsupervised models is now enriched with a large collection of PMC articles.
"The goal was to learn as much as we can from unlabeled data".
