with single hidden layer vs A network of a single hidden layer

Both phrases are correct, but they are used in slightly different contexts. 'With single hidden layer' is a concise way to refer to the architecture of a neural network, while 'a network of a single hidden layer' provides more detail and explicitly states that it is a network. The choice between them depends on the level of detail and formality required.

Last updated: March 17, 2024 • 599 views

with single hidden layer

This phrase is correct and commonly used in the context of describing the architecture of neural networks.

This phrase is used to describe the structure of a neural network that has only one hidden layer. It is a concise way to refer to this specific architecture.

Examples:

The neural network was designed with a single hidden layer for simplicity.

Show examples from the web [+]

feedforward neural network with single-hidden layer containing. S neurons with arbitrarily chosen input weights can learn S distinct observations with arbitrarily ...
Sequential learning artificial fuzzy neural networks (SLAFNN) with single hidden layer. S. Rajasekaran,, , ,; Deepa Suresh,, ,; G.A.Vijayalakshmi Pai,,.
Modelling and Forecasting Economic Time Series with Single Hidden-Layer. Feedforward Autoregressive Artificial Neural Networks ...
For optimum statistical classification and generalization with single hidden-layer neural network models, two tasks must be performed: (a) learning the best set of ...

Alternatives:

with one hidden layer
having a single hidden layer

A network of a single hidden layer

This phrase is correct and provides a more detailed description of the architecture of a neural network with a single hidden layer.

This phrase explicitly states that the structure being referred to is a network with a single hidden layer. It is useful when more specificity and formality are required.

Examples:

The model was implemented as a network of a single hidden layer for better interpretability.

Show examples from the web [+]

proposed a constructive feedforward algorithm producing a network of a single hidden layer. The network is inspired by the parity machine. In order to have a ...
proposed a constructive feedforward algorithm producing a network of a single hidden layer. The network is inspired by the parity machine. In order to have a ...

Alternatives:

a neural network with a single hidden layer
a network having one hidden layer

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with single hidden layer vs A network of a single hidden layer