network architecture
- noun
- Specialized
- Understanding the network architecture is crucial for developing effective algorithms in machine learning.
Examples
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The research focused on improving the network architecture to enhance the performance of the neural network in image recognition tasks.
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So deep learning these deep neural network architectures is representation learning.
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The proposed network architecture consists of multiple layers that work together to optimize learning efficiency.
Synonyms
The way a computer's parts and programs are arranged and work together
How layers and simple units connect in a computer model that learns
Antonyms
Surface Forms
Morphology
The meaning is directly compositional: 'network' (an interconnected system) combined with 'architecture' (structural design) yields 'the structural design/arrangement of a network', so a learner who knows both words can infer the basic sense. Although detailed ML-specific nuances (layers, modules, operations) are technical, the core concept is transparent and predictable from the constituents.
Etymology
Network architecture in machine learning is like the floor plan of a factory with rooms called layers and paths between them. The place and order of the rooms decide the steps of work, so the term means the 'layout that controls how a model processes information and learns'.