machine learning methodology

USAGE SUMMARY

The phrase "machine learning methodology" is correct and usable in written English.
It can be used when discussing the approaches, techniques, or processes involved in machine learning. Example: "The research paper outlines a new machine learning methodology that improves prediction accuracy."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

29 human-written examples

This two-day intensive training will provide a broad introduction to machine learning methodology with applications in biomedical research.

Columbia University

Without resorting to complex statistical approaches, the study provides a machine learning methodology to resolve this subject.

Computers & Industrial Engineering

Back propagation artificial natural network (BPANN) is a well known and widely used machine learning methodology in the field of remote sensing.

Advances in Space Research

In the quest of searching another good book so as to satisfy the astronomers' pursuit of (machine) learning methodology with the proper amount of statistical theories, the first great book came along is The Elements of Statistical Learning.

Harvard University

The paper demonstrates by example of delivery time estimate how for that purpose the deep quality concept (DQC a novel knowledge-focused quality management framework, and machine learning methodology could be effectively used.

Computers in Industry

A hybrid-heuristic machine learning methodology, based on hybrid genetic algorithm (GA) and artificial neural network (ANN) data classification methods is proposed as an expert system for assessing viability of surrogates of a two-stage-to-orbit (TSTO) vehicle.

Aerospace Science and Technology

Human-verified similar examples from authoritative sources

Similar Expressions

31 human-written examples

Introduces students to politics by analyzing political science data sets with machine learning methodologies.

Massachusetts Institute of Technology

In the past years, many authors have considered application of machine learning methodologies to effect robot learning by demonstration.

Robotics and Autonomous Systems

Time-frequency (TF) based machine learning methodologies can improve the design of classification systems for non-stationary signals.

Knowledge-Based Systems

The problem of solar irradiance forecasting can be well addressed by machine learning methodologies over historical data set.

Renewable and Sustainable Energy Reviews

Hence, time-frequency based machine learning methodologies can improve the design of automated system for these signals.

Computer Methods and Programs in Biomedicine

Expert writing Tips

Best practice

When writing about machine learning, be specific about the particular "machine learning methodology" you are using to provide clarity and context. This avoids ambiguity and ensures your audience understands the approach taken.

Common error

Avoid using "machine learning methodology" as a catch-all term without specifying the actual techniques involved. This can make your writing vague and less informative. Always name the specific methods or algorithms.

Linguistic Context

The phrase "machine learning methodology" functions as a noun phrase, acting as a subject or object within a sentence. As Ludwig AI confirms, it is grammatically correct and widely used. Examples in Ludwig show its role in academic and scientific writing.

Expression frequency: Uncommon

Frequent in

Science

50%

Academia

40%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "machine learning methodology" is a grammatically sound phrase used to describe a structured approach to applying machine learning techniques. Ludwig AI validates its correctness and provides examples of its use in various contexts, primarily within scientific and academic fields. While alternatives like "machine learning approach" or "machine learning technique" exist, "machine learning methodology" maintains a formal tone suitable for technical discussions. Remember to be specific about the methodology to avoid overgeneralization and ensure clarity in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

machine learning approach

Replaces "methodology" with "approach", focusing on a specific way of doing something.

machine learning technique

Substitutes "methodology" with "technique", emphasizing a specific method or procedure.

machine learning process

Uses "process" instead of "methodology", highlighting the series of actions or steps taken.

machine learning framework

Replaces "methodology" with "framework", suggesting a basic structure underlying a system.

machine learning strategy

Substitutes "methodology" with "strategy", focusing on a plan of action designed to achieve a long-term or overall aim.

machine learning algorithm

Replaces "methodology" with "algorithm", emphasizing a specific set of rules to be followed.

machine learning system

Uses "system" instead of "methodology", highlighting a set of things working together as a whole.

machine learning model

Substitutes "methodology" with "model", focusing on a simplified representation of a system.

machine learning design

Replaces "methodology" with "design", emphasizing the plan or specification for the construction of an object or system.

machine learning procedure

Uses "procedure" instead of "methodology", highlighting a series of actions conducted in a certain order or manner.

FAQs

How can I use "machine learning methodology" in a sentence?

You can use "machine learning methodology" when discussing the specific approach, techniques, or processes involved in applying machine learning to a problem. For example: "The research paper introduces a novel "machine learning methodology" for fraud detection."

What's a good alternative to "machine learning methodology"?

Alternatives include "machine learning approach", "machine learning technique", or "machine learning process" depending on the specific context.

Is "machine learning methodology" too formal for general use?

"Machine learning methodology" is suitable for academic, scientific, and professional contexts. For more informal settings, "machine learning approach" might be more appropriate.

What's the difference between "machine learning methodology" and "machine learning algorithm"?

"Machine learning methodology" refers to the overall system or approach, while "machine learning algorithm" refers to a specific set of rules or steps within that methodology. The algorithm is a component of the broader methodology.