Titlebook: Neural Networks with Model Compression; Baochang Zhang,Tiancheng Wang,David Doermann Book 2024 The Editor(s) (if applicable) and The Autho

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Network Pruning,Network pruning is a technique used in deep learning to reduce the size and complexity of neural networks by eliminating unnecessary connections or parameters. Pruning aims to create more efficient and streamlined models that maintain or improve performance while reducing computational requirements and memory footprint.

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Binary Neural Architecture Search,, instance segmentation, and object detection. The success of DCNNs is attributed to effective architecture design. Neural architecture search (NAS) is an emerging approach that automates the process of designing neural architectures, replacing manual design.

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Baochang Zhang,Tiancheng Wang,Sheng Xu,David Doermannals exhibit a more or less expressed structure of the absorption in the IR spectral range. The origin of these structures has already been discussed to some extent in Chap. 7. Absorption processes due to transitions across the energy gap, from excitons or from impurity states, are found in the visib

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Baochang Zhang,Tiancheng Wang,Sheng Xu,David Doermannral description of the reaction of a system to an external force. As long as the reaction is linear, the response is obtained according to a . and the relations describing the reactions are called the .. Thus, the linear response functions are properties of the solid-state system itself and are inde

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Baochang Zhang,Tiancheng Wang,Sheng Xu,David Doermannoining processes that are used namely: temporary and permanent joining processes. Welding is a permanent welding process with two basic types: solid-state welding and fusion welding. In fusion welding process, the joining process involves melting of the surfaces to be joined and upon solidification,

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