the data features

USAGE SUMMARY

The phrase "the data features" is correct and usable in written English.
It can be used when referring to specific characteristics or attributes of a dataset in contexts such as data analysis, machine learning, or statistics. Example: "In our analysis, we will focus on the data features that significantly impact the model's performance."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

29 human-written examples

The phone blends the company's iPod music player with some of the data features of its Macintosh computers.

The New York Times

Decision Trees are a non-parametric model that predicts the value of a target variable by learning simple decision rules inferred from the data features.

Nature

It helps to address the data features of small disjuncts and lack of density.

Journal of Big Data

The data features the coordinates of initial ignition, encounter date and spread area.

Forest Ecosystems

The data features of each data subset have smaller feature subset, higher classification accuracy, and better clustering.

EURASIP Journal on Embedded Systems

The industry and the world needs a new open source model where AI and ML trained engines themselves are open sourced along with the data, features and real world performance details.

TechCrunch

Human-verified similar examples from authoritative sources

Similar Expressions

31 human-written examples

The data featured on this map were culled from the public reports available in the Banned Books Resource Guide compiled by the ALA Office of Intellectual Freedom.

Massachusetts Institute of Technology

In this study, considering the data feature of the energy system, we classify the anomalies as the trend anomaly for the pseudo-periodic data and the deviants for the generic data.

Information Sciences

If you're going to use the data feature on this phone, you'll likely have one of those anyway.

TechCrunch

In just two years DoCoMo has signed up 22 million of its 35 million wireless customers for the data feature; 40,000 more join each day.

Forbes

For uncertain data, the major challenge is that the data feature or attribute is captured not by a single point value but represented as sample distributions [11].

EURASIP Journal on Advances in Signal Processing

Expert writing Tips

Best practice

In scientific reports, explicitly state how "the data features" were selected or engineered to provide context for the analysis.

Common error

Avoid assuming that high feature importance in a model directly implies causality; feature importance indicates correlation, not necessarily a causal relationship. Always validate interpretations with domain knowledge and further analysis.

Linguistic Context

The phrase "the data features" functions as a noun phrase, typically acting as the subject or object of a sentence. It identifies specific characteristics or attributes within a dataset that are relevant for analysis or modeling. Ludwig AI provides examples showcasing its usage in scientific and technical contexts.

Expression frequency: Common

Frequent in

Science

75%

News & Media

15%

Academia

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "the data features" is a grammatically correct and commonly used noun phrase, primarily within scientific and academic contexts. It refers to the specific attributes or characteristics of a dataset. Ludwig AI confirms its correct usage and provides numerous examples. When writing, ensure you clearly define and justify the selection of "the data features" used in your analysis. Be mindful of feature importance, remembering that it indicates correlation, not necessarily causation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

the dataset characteristics

Replaces "data features" with a more general term emphasizing the overall characteristics of the dataset.

the key data attributes

Focuses on the most important attributes within the data.

the salient features of the data

Highlights the most noticeable or important features.

the primary data elements

Refers to the fundamental components of the data.

the significant data components

Emphasizes the importance of specific components within the data.

the relevant data properties

Focuses on the properties of the data that are pertinent to a specific analysis.

the data's defining characteristics

Highlights the characteristics that uniquely define the data.

the data's distinguishing attributes

Emphasizes the attributes that set the data apart.

the data's essential qualities

Refers to the fundamental qualities that are necessary for understanding the data.

the data's fundamental traits

Focuses on the basic, underlying traits of the data.

FAQs

How to use "the data features" in a sentence?

You can use "the data features" to refer to specific characteristics or attributes of a dataset, as in, "The model's performance is highly dependent on "the data features" selected."

What can I say instead of "the data features"?

Alternatives include "the dataset characteristics", "the key data attributes", or "the salient features of the data", depending on the specific context.

What are examples of data features in machine learning?

In machine learning, data features might include numerical values, categorical variables, text embeddings, or image pixel intensities used as inputs for training models.

How do I select the right data features for my model?

Feature selection involves techniques like domain expertise, statistical analysis, and machine learning algorithms to identify the most relevant and informative attributes for your model.