inputs for training

USAGE SUMMARY

The phrase "inputs for training" is correct and usable in written English.
It can be used when discussing the data or information that is fed into a system or model for the purpose of training, particularly in contexts like machine learning or education. Example: "The researchers gathered various inputs for training the AI model to improve its accuracy."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

NWP meteorological forecasts and historical wind speed and power data are the main data inputs for training.

Protection and Control of Modern Power Systems

As Chang (Ozcelik and Erzurumlu 2006) applied ANN in dynamic multiple response experiments, factors and nuisance factors are considered as inputs for training of the neural network.

Journal of Industrial Engineering International

The WRF CTL outputs for all target years were then used for downscaling validation, while the outputs for the first 3 years from 1996 to 1998 were used as inputs for training the ANN.

Progress in Earth and Planetary Science

This section proposes a new face sub-region representation to construct inputs for training by NMF in the next step, which are incorporated with spatial constraints at the same time.

Vietnam Journal of Computer Science

The inputs for training were: teacher salaries and allowances, student transport and living allowances, books, equipment and equipment maintenance.

Human Resources for Health

Machine learning-based techniques such as support vector machine (SVM) and rotation forest (RF) need a fixed number of inputs for training.

BioMed Research International

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

Firstly, detailed air brake system models were developed and simulated, and then results from the detailed system models were saved in files and used as inputs for train dynamics simulations [17].

Journal of Modern Transportation

Fig. 6 Eight normalized variables used as input for training.

City, Territory and Architecture

After training each layer, its output is considered as the input for training the next layer.

Data Science and Engineering

Feature extraction is then applied to produce feature vector streams which represent the input for training or classification purposes.

EURASIP Journal on Audio, Speech, and Music Processing

The present findings not only provide input for training design and intervention, but also highlight the potential of further investigating contingent units of personality.

Personality and Individual Differences

Expert writing Tips

Best practice

When discussing machine learning, clearly define the type and format of "inputs for training" to ensure reproducibility and understanding of the model's development.

Common error

Avoid vague descriptions of "inputs for training". Specify whether they are numerical data, categorical variables, text corpora, or image sets to enhance clarity and prevent misinterpretation.

Linguistic Context

The phrase "inputs for training" functions primarily as a noun phrase, identifying the data or resources used to train a system or model. Ludwig AI examples showcase its use across various contexts, confirming its grammatical role and versatility.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

20%

Formal & Business

20%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "inputs for training" is a noun phrase used to denote the data or resources employed to train a system or model. Ludwig AI confirms its correct usage and grammatical status. While it is not extremely frequent, it is common in scientific, technical, and academic contexts. Alternatives such as "training data" or "training set" can be used depending on the specific context. When using the phrase, specify the type and format of the inputs to avoid vagueness and ensure clear communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

training data

This alternative is a more concise term emphasizing the data's purpose.

training set

This alternative refers to a specific collection of data used for training.

input data for learning

This phrase highlights the learning aspect and substitutes "training" with "learning".

data used for training

This alternative rephrases the sentence, focusing on the data's role.

training resources

This alternative broadens the scope to include any resource used in training.

data sources for training

This alternative emphasizes the origin of the data used for training.

learning inputs

This term puts the focus on the learning process rather than the training itself.

data for model training

This alternative specifies that the training is for a model.

training parameters

This alternative specifies the parameters used for training.

feed data for training

This alternative describes the action of the data being fed for training purposes.

FAQs

How can I use "inputs for training" in a sentence?

You can use "inputs for training" to refer to the data used to train a model or system, as in "NWP meteorological forecasts and historical wind speed and power data are the main "inputs for training"."

What are some alternatives to "inputs for training"?

Alternatives include "training data", "training set", or "input data for learning", depending on the context.

What kind of data is typically used as "inputs for training"?

The type of data used as "inputs for training" varies widely depending on the application, but can include numerical data, text, images, and sensor readings.

Why is the quality of "inputs for training" important?

The quality of "inputs for training" directly affects the performance of the trained model or system. High-quality data leads to more accurate and reliable results.