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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
machine learning procedures
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "machine learning procedures" is correct and usable in written English.
You can use it when discussing methods or processes related to machine learning in various contexts, such as research, technology, or data analysis. Example: "The study focused on optimizing machine learning procedures to improve the accuracy of predictive models."
✓ Grammatically correct
Science
Alternative expressions(13)
machine learning methods
machine learning techniques
machine learning algorithms
machine learning protocols
machine learning strategies
machine learning methodologies
machine learning methodology
machine learning frameworks
machine learning decoders
machine learning tools
machine learning models
machine learning experiments
machine learning analytics
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
16 human-written examples
We will focus on tree-based, machine learning procedures as an instructive special case.
Science
Machine learning procedures are employed to automatically learn commonalities and differences between different classes.
For other popular machine learning procedures, overfitting can be a problem.
Science
The partial response plots that one can get from random forecasts and other machine learning procedures can also be descriptively helpful.
Science
Nevertheless, machine learning procedures often make use of classification trees as a component of much more effective and computer-intensive algorithms.
Science
Much attention has been recently devoted to those machine learning procedures known as kernel methods, the Support Vector Machines being an instance of them.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
44 human-written examples
For a variety of reasons, random forests is a particularly effective machine learning procedure for criminal justice forecasting[15].
Science
The subdivision of the complete modeling process in QSAR modeling workflow architecture provides several advantages including (a) it reduces the complexity of modeling framework (b) improves the understanding of the implemented machine learning procedure and (c) increases the flexibility for future modification of the workflow.
Science
Clustering is a common unsupervised machine learning procedure.
Science
An overview of the machine learning procedure is shown in Figure 1.
Science
Numerical descriptors of chemical structure were used as input for the machine learning procedure and optimized in an iterative protocol.
Science
Expert writing Tips
Best practice
When describing specific machine learning tasks, clearly define the "machine learning procedures" used, including preprocessing steps, algorithms, and evaluation metrics.
Common error
Avoid using the phrase "machine learning procedures" without specifying which procedures you're referring to. Be precise and list the relevant algorithms or techniques used in your work.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "machine learning procedures" functions as a noun phrase, typically serving as the subject or object of a sentence. It refers to the specific processes, algorithms, or techniques used in the field of machine learning. Ludwig AI confirms its correct usage.
Frequent in
Science
100%
Less common in
News & Media
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Formal & Business
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Academia
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Ludwig's WRAP-UP
In summary, "machine learning procedures" is a grammatically sound and commonly used noun phrase that refers to the specific methods and techniques used in the field of machine learning. Ludwig AI validates this. It is most frequently found in scientific contexts, where it serves to describe, explain, or discuss the steps involved in machine learning tasks. When using this phrase, it is crucial to be precise and clearly define the specific procedures being referenced. Alternatives like "machine learning techniques" or "machine learning algorithms" may be suitable depending on the context.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
machine learning techniques
Replaces "procedures" with "techniques", emphasizing the methods used in machine learning.
machine learning algorithms
Replaces "procedures" with "algorithms", focusing on the specific computational steps involved.
machine learning methods
Replaces "procedures" with "methods", a more general term for approaches in machine learning.
machine learning approaches
Replaces "procedures" with "approaches", highlighting the different ways to tackle machine learning problems.
machine learning protocols
Replaces "procedures" with "protocols", suggesting a standardized set of steps.
machine learning strategies
Replaces "procedures" with "strategies", focusing on the overall plans used in machine learning.
machine learning implementations
Replaces "procedures" with "implementations", emphasizing the practical realization of machine learning concepts.
automated learning processes
Replaces "machine learning" with "automated learning" and "procedures" with "processes", offering a broader description.
algorithmic learning methods
Emphasizes the algorithmic nature of machine learning, replacing "procedures" with "methods".
computational learning techniques
Replaces "machine learning" with "computational learning", stressing the computational aspect.
FAQs
How can I use "machine learning procedures" in a sentence?
You can use "machine learning procedures" to describe the specific steps taken in a machine learning project. For example: "The researchers compared different "machine learning procedures" to predict customer churn."
What are some alternatives to "machine learning procedures"?
Alternatives include "machine learning techniques", "machine learning algorithms", or "machine learning methods" depending on the specific context.
What's the difference between "machine learning procedures" and "machine learning methods"?
"Machine learning methods" is a broader term that encompasses the general strategies used in machine learning, while "machine learning procedures" refers to the specific steps and processes involved in applying those methods. Procedures are more granular and detailed.
Which is more appropriate: "machine learning procedures" or "artificial intelligence procedures"?
While both phrases could be used, "machine learning procedures" is more specific and relevant when the context clearly involves machine learning techniques. "Artificial intelligence procedures" is broader and might be used when discussing AI approaches that don't necessarily rely on machine learning.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested