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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
it learns on
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "it learns on" is not correct in standard written English.
It may be an attempt to convey that something is learning continuously or in a specific context, but it lacks clarity and proper structure. Example: "The system adapts as it learns on the job."
⚠ May contain grammatical issues
News & Media
Science
Alternative expressions(2)
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
2 human-written examples
Faraday hopes to use what it learns on the track in the development of its street cars, a not-unheard-of strategy.
News & Media
The firm has created a "global picture," she said, "by translating what it learns on the ground to look for systemic reforms".
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
Unqualified, I drifted into sound engineering, then communications and IT, learning on the job.
Science & Research
Yet as it learned on desktop, the best games platform is where you're already spending all your time.
News & Media
Oppositely, data driven DD-MPC generalized well what it learned on training data which resulted in succesful treatment outcomes on both groups of patients.
Science
The report has been public for a while; the White House said it learned of it on Friday.
News & Media
It can also learn on-the-fly whenever user feedback is available in the form of correct labels of the predicted states.
It learns based on texted entered most of the rules of usage.
News & Media
I do think it's brilliant that I learnt on film, though.
News & Media
Whether an odorant became a key odorant in a mixture was not correlated to the efficiency with which it was learnt on its own (Figure S1).
Science
What mattered to us is not why she did it, but what Amin learns on his journey".
News & Media
Expert writing Tips
Best practice
Instead of using the phrase "it learns on", opt for more grammatically sound alternatives such as "it learns from", "it learns through", or "it learns by doing". These alternatives provide clarity and are widely accepted in standard English.
Common error
A common mistake is using the wrong preposition after "learn". While "learn on" is generally incorrect, writers sometimes mistakenly use it thinking it's similar to phrases like "rely on" or "depend on". Always verify the correct preposition to maintain grammatical accuracy.
Source & Trust
81%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "it learns on" functions as a verb phrase where "learns" is the main verb and "on" is a preposition. However, as indicated by Ludwig AI, this construction is not correct in standard English. The analysis of examples shows a tendency to employ it in contexts where 'from' or 'through' would be more appropriate.
Frequent in
News & Media
50%
Science
50%
Formal & Business
0%
Less common in
Wiki
0%
Encyclopedias
0%
Academia
0%
Ludwig's WRAP-UP
In summary, while the phrase "it learns on" appears in some contexts, Ludwig AI indicates it is not correct in standard written English. This phrase attempts to convey that something is continuously learning or learning in a specific situation, but more precise and grammatically correct alternatives such as "it learns from", "it learns through", or "it learns continuously" are recommended. The usage analysis indicates that while the phrase can be found across platforms like News & Media and Science, its rarity and grammatical ambiguity make it a less desirable choice for clear communication. When aiming for precision, especially in formal writing, consider replacing "it learns on" with one of the suggested alternatives.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
it learns from
Replaces 'on' with 'from' to indicate the source of learning.
it gains knowledge from
Uses 'gains knowledge' to replace 'learns', emphasizing the acquisition of information.
it develops understanding based on
Emphasizes the development of understanding as a result of a foundation.
it acquires skills through
Focuses on skill acquisition through a particular method or medium.
it expands its knowledge by
Highlights the expansion of knowledge using 'by' to indicate the method.
it educates itself via
Replaces 'learns' with 'educates itself' to emphasize self-directed learning.
it improves its abilities with
Highlights improvements in abilities, not just learning, and the resources it uses.
it gathers insights from
Focuses on gaining insights as a result of information collected somewhere.
it refines its expertise through
Focuses on refining expertise, implying an existing base of knowledge.
it masters concepts utilizing
Indicates mastery of concepts through the use of a method or resource.
FAQs
What's the correct way to say something is learning from experience?
Instead of "it learns on", use phrases like "it learns from experience", "it learns through practice", or "it learns by doing". These alternatives are grammatically correct and commonly used.
Is "it learns on" grammatically correct?
No, "it learns on" is not correct in standard English. The correct prepositions to use with "learn" are "from", "through", or "by". For example, it learns "from" its mistakes.
What can I say instead of "it learns on" to describe continuous learning?
To describe continuous learning, you can say "it learns continuously", "it learns in real-time", or "it adapts as "it learns on the job"". These options accurately convey ongoing learning.
How does the meaning change when using "it learns from" instead of "it learns on"?
Using "it learns from" focuses on the source of the learning, while "it learns on" is generally incorrect. "It learns from" implies that the subject gains knowledge or skills "from a specific source", such as a book, a person, or an experience.
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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
2.8/5
Expert rating
Real-world application tested