hidden layers

USAGE SUMMARY

The phrase "hidden layers" is correct and usable in written English. You can use it in contexts related to neural networks, machine learning, or metaphorically to describe complexity in various subjects. For example: "The neural network's performance improved as we added more hidden layers." Alternative expressions include "concealed layers" and "latent layers."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

58 human-written examples

We used a network with two fully connected hidden layers: 2197 inputs, 500 and 200, units in the hidden layers, and 2197 outputs (∼1.6 million parameters in total).

Bioinformatics

It's not so easy getting rid of it, but sometimes there are hidden layers.

The Guardian - Sport

His book doesn't pretend to reveal hidden layers of Thai culture.

The New York Times - Travel

Often with rage, there are hidden layers about what brings it to the surface.

The Guardian - Sport

It isn't always easy to imagine, but there are hidden layers.

The Guardian - Sport

And it's a wager, because people have hidden layers, hidden intentions.

The New York Times

It comprises eight hidden layers.

EURASIP Journal on Advances in Signal Processing

Moreover, more hidden layers may cause overfitting [16].

Chemistry Central Journal

Each of the hidden layers consists of 2048 nodes.

EURASIP Journal on Advances in Signal Processing

The DNN has 6 hidden layers with 2048 neurons each.

EURASIP Journal on Audio, Speech, and Music Processing

The Prado said it did not realise its significance until a recent restoration revealed hidden layers.

BBC

Expert writing Tips

Best practice

In metaphorical contexts, use "hidden layers" to add depth to your writing, suggesting that there's more to a situation or concept than what is immediately apparent.

Common error

Avoid using "hidden layers" vaguely. Always provide context to clarify what aspects are hidden and why they matter to your argument or explanation.

Linguistic Context

The phrase "hidden layers" primarily functions as a noun phrase. It typically refers to the internal components of neural networks or, metaphorically, to the non-obvious aspects of something. Ludwig AI confirms this use through multiple examples.

Expression frequency: Very common

Frequent in

Science

64%

News & Media

31%

Wiki

2%

Less common in

Formal & Business

0%

Reference

0%

Social Media

0%

Ludwig's WRAP-UP

The phrase "hidden layers" is a common and grammatically sound term primarily used in scientific and technical contexts, particularly when discussing neural networks. It also sees metaphorical use in news and media to describe non-obvious complexities. Ludwig AI analysis indicates that while the phrase is most frequently found in science-related content, its metaphorical applications extend its reach into broader domains. When writing, ensure that the usage context clearly defines the layers in question, whether in a neural network or a more abstract situation. Be mindful of the tendency to overgeneralize the term.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

latent levels

This term highlights the underlying and potentially unrealized aspects of the "layers".

underlying strata

This phrase emphasizes the foundational and less visible aspects.

concealed dimensions

This highlights the aspects of the "layers" that are deliberately or accidentally not visible.

obscured levels

Focuses on the idea that the "layers" are not easily seen or understood.

veiled tiers

Implies the presence of layers that are covered or disguised.

secret planes

Suggests a sense of secrecy and inaccessibility regarding the "layers".

covert segments

Emphasizes the hidden or clandestine nature of the segments.

unseen echelons

This term describes the "layers" that are not immediately apparent.

embedded strata

Highlights how the "layers" are deeply integrated and not easily separable.

intrinsic complexities

This broader term encompasses the inherent difficulties and "layers" of understanding within a system or concept.

FAQs

How can I use "hidden layers" in a sentence?

You can use "hidden layers" in contexts such as: "The deep learning model consists of multiple "hidden layers" to extract complex features from the data" or "The issue has "hidden layers" that require careful investigation".

What's the significance of "hidden layers" in neural networks?

In neural networks, "hidden layers" enable the network to learn complex patterns and relationships in data by transforming the input into a more abstract representation. The more "hidden layers" a network has, the more complex the functions it can learn.

What are some alternatives to "hidden layers"?

Depending on the context, you can use alternatives like "latent levels", "underlying strata", or "concealed dimensions" to convey a similar meaning to "hidden layers".

Can "hidden layers" be used metaphorically?

Yes, "hidden layers" can be used metaphorically to describe complex or non-obvious aspects of a situation, problem, or concept. For instance, you might say a story has "hidden layers" of meaning, implying there's more to it than what is immediately apparent.