Sentence examples for stages of the data from inspiring English sources

What threats to data quality arise at different stages of the data life cycle?

Likewise, the current technological landscape, both commercial and academic, focuses on enabling more sophisticated models (via Latent variable models), scaling model learning algorithms (via distributed compute), or fine-tuning (via Bayesian hyper optimization)—essentially all later stages of the data science pipeline.

The Nanosurveyor framework provides a module called nscxwrite which allows customized writing of files at different stages of the data acquisition pipeline (raw, filtered, and reconstructed).

During the coding procedures, researchers are involved in "a process of constantly analyzing data at every and all stages of the data collection and interpretation process [that] results in the identification of codes" (Jones et al. 2006, p. 43 44).

A number of startups, such as Trifacta and Tamr, have focused on the early stages of the data analytics process data preparation and transformation and others have focused on later stages such as data visualization or on specific applications and industries.

There were a host of other challenges in the various stages of the data collection.

The final stage of the data analysis is used to set bounds on coefficients of the SME.

Staff in many different areas work with researchers at each stage of the data life cycle helping them to find, use, manage, store, describe, analyze, preserve, and share data.

The corresponding spherical-equivalent voxel diameters, approximately 22 nm, 13 nm and 0.6 nm respectively, were acquired sequentially as the sample size was decreased at each stage of the data collection campaign (Table S1).

By identifying statistically significant time series characteristics in an early stage of the data science process, tsfresh closes feedback loops with domain experts and fosters the development of domain specific features early on.

In the final stage of the data acquisition process, the audio data containing dialogue sequences were segmented into utterances manually by two native Turkish speakers.