deploy a model

USAGE SUMMARY

The phrase "deploy a model" is correct and usable in written English.
It is typically used in the context of machine learning or software development to refer to the process of making a model available for use in a production environment. Example: "After extensive testing, we are ready to deploy the model to our cloud infrastructure for real-time predictions."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

We design and deploy a Model Predictive Controller (MPC) for a diesel engine with dual exhaust gas recirculation (EGR) loops.

Practical Design and Application of Model Predictive Control MPC for MATLAB® and Simulink® Users

Additional information requested for the model page was: specific instructions on how to deploy a model, a graphical representation of the model, and to what percentage each contributor participates in the development of a model.

Journal of Internet Services and Applications

Some examples include: tools like MLFlow that handle tracking of different experiment iterations, libraries like Keras that we can quickly use to build state of the art models, developer environments where data scientists can use notebooks on powerful compute machines without having to manage the infrastructure, and automated deployment tools that make it easy to deploy a model.

Forbes

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

The finance unit in the global manufacturer (example four) has deployed a model that traditionally has worked for many business units: Develop analytics capabilities inside the division as it makes sense to improve the business.

Harvard Business Review

Simply deploying a model doesn't mean the project is done.

TechCrunch

A multi-resolution analysis is then used to improve the blur assessment, deploying a model of neural pooling in cortical area V1 [18].

EURASIP Journal on Image and Video Processing

The company is finalizing how it will deploy a subscription model (likely in the $5-$5-$15month range), which will give it an added boost of legitimacy, and revenue.

TechCrunch

As a result, a set of elements required for deploying a model-driven DR screening service has been established, namely: clinical concepts, archetypes, termsets, templates, guideline definition rules, and user interface definitions.

Journal of Biomedical Informatics

Second, if we deploy a powerful model to mobile devices, the computing speed becomes very slow because the model is so large.

Duke University

In a recent conversation with a large financial organization, I was told that it typically took six months to deploy a new model.

TechCrunch

Deployed as a model for small-scale decentralized electrification, the hybrid system differs significantly from a conventional centralized system in that software and orgware for project operation must be largely delegated to the local community.

Energy, Sustainability and Society

Expert writing Tips

Best practice

When using "deploy a model", ensure you clearly define the environment and purpose of the deployment. For example, specify whether the model is being deployed for testing, production, or a specific use case.

Common error

Avoid vague statements about deploying a model without specifying where and how it will be used. Instead of saying "We will deploy the model", be specific: "We will "deploy the model" to our cloud infrastructure for real-time predictions".

Linguistic Context

The phrase "deploy a model" functions as a verb phrase followed by an article and a noun. Ludwig AI confirms that it describes the action of making a machine learning or other type of model available for practical use.

Expression frequency: Common

Frequent in

Science

40%

News & Media

30%

Formal & Business

30%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "deploy a model" is grammatically correct and commonly used in professional, technical, and business contexts. Ludwig AI confirms its proper usage for making a model available for practical application. Related phrases include "implement a model" and "roll out a model". When using the phrase, it's important to specify the deployment context. The phrase is frequent in science, news, and business contexts. Overall, "deploy a model" is a useful term when discussing the implementation and operationalization of models in various environments.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

implement a model

Focuses on the act of putting the model into practice.

roll out a model

Suggests a wider, more phased introduction of the model.

put a model into production

Emphasizes making the model available for real-world use.

launch a model

Implies a formal introduction or release of the model.

operationalize a model

Highlights the process of making the model functional within a system.

integrate a model

Focuses on incorporating the model into existing workflows or systems.

apply a model

Emphasizes the practical application of the model.

execute a model

Highlights the running or processing of the model.

deliver a model

Focuses on providing the model for use.

make a model live

Suggests making the model active and accessible.

FAQs

What does it mean to "deploy a model" in machine learning?

In machine learning, to "deploy a model" means to make it available for use in a production environment, allowing it to process real-world data and generate predictions or insights.

What are some alternatives to "deploy a model"?

You can use alternatives like "implement a model", "put a model into production", or "roll out a model" depending on the specific context.

What's the difference between "deploy a model" and "train a model"?

"Train a model" refers to the process of teaching a machine learning model to make predictions using a dataset, while "deploy a model" refers to making the trained model available for use in a real-world application.

How do you "deploy a model" in a cloud environment?

Deploying a model in a cloud environment typically involves containerizing the model, creating an API endpoint, and using cloud services to manage the model's lifecycle, scaling, and monitoring.