Wyniki wyszukiwania dla: NEURAL NETWORK ARCHITECTURE

• Deep neural network architecture search using network morphism

  Publikacja

  • A. Kwasigroch
  • M. Grochowski
  • M. Mikołajczyk

  - Rok 2019

  The paper presents the results of the research on neural architecture search (NAS) algorithm. We utilized the hill climbing algorithm to search for well-performing structures of deep convolutional neural network. Moreover, we used the function preserving transformations which enabled the effective operation of the algorithm in a short period of time. The network obtained with the advantage of NAS was validated on skin lesion classification...

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• An automatic selection of optimal recurrent neural network architecture for processes dynamics modelling purposes

  Publikacja

  • K. Laddach
  • R. Łangowski
  • T. A. Rutkowski
  • B. Puchalski

  - APPLIED SOFT COMPUTING - Rok 2022

  A problem related to the development of algorithms designed to find the structure of artificial neural network used for behavioural (black-box) modelling of selected dynamic processes has been addressed in this paper. The research has included four original proposals of algorithms dedicated to neural network architecture search. Algorithms have been based on well-known optimisation techniques such as evolutionary algorithms and...

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• The impact of the AC922 Architecture on Performance of Deep Neural Network Training

  Publikacja

  • P. Rościszewski
  • M. Iwański
  • P. Czarnul

  - Rok 2020

  Practical deep learning applications require more and more computing power. New computing architectures emerge, specifically designed for the artificial intelligence applications, including the IBM Power System AC922. In this paper we confront an AC922 (8335-GTG) server equipped with 4 NVIDIA Volta V100 GPUs with selected deep neural network training applications, including four convolutional and one recurrent model. We report...

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• Neural network based control system architecture proposal for underwatership hull cleaning robot.

  Publikacja

  • G. Rożnowski

  - Rok 2003

  Przedstawiono model matematyczny podwodnej głowicy roboczej, oraz określono metodę jej pozycjonowania i orientacji w lokalnym środowisku. Zaproponowano architekturę układu sterowania, opartego na bazie sieci neuronowych, za pomocą którego można sterować podwodnym robotem, przeznaczonym do czyszczenia burt statku.

• Neural Network World

  Czasopisma

  ISSN: 1210-0552

• NETWORK-COMPUTATION IN NEURAL SYSTEMS

  Czasopisma

  ISSN: 0954-898X , eISSN: 1361-6536

• Neural Architecture Search for Skin Lesion Classification

  Publikacja

  • A. Kwasigroch
  • M. Grochowski
  • A. Mikołajczyk-Bareła

  - IEEE Access - Rok 2020

  Deep neural networks have achieved great success in many domains. However, successful deployment of such systems is determined by proper manual selection of the neural architecture. This is a tedious and time-consuming process that requires expert knowledge. Different tasks need very different architectures to obtain satisfactory results. The group of methods called the neural architecture search (NAS) helps to find effective architecture...

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• Comparison of single best artificial neural network and neural network ensemble in modeling of palladium microextraction

  Publikacja

  • E. Dehghanian
  • M. Kaykhaii
  • M. Mehrpur

  - MONATSHEFTE FUR CHEMIE - Rok 2015

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• Resource constrained neural network training

  Publikacja

  • M. Pietrołaj
  • M. Blok

  - Scientific Reports - Rok 2024

  Modern applications of neural-network-based AI solutions tend to move from datacenter backends to low-power edge devices. Environmental, computational, and power constraints are inevitable consequences of such a shift. Limiting the bit count of neural network parameters proved to be a valid technique for speeding up and increasing efficiency of the inference process. Hence, it is understandable that a similar approach is gaining...

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• The Realization of NGN Architecture for ASON/GMPLS Network

  Publikacja

  • S. Kaczmarek
  • M. Młynarczuk
  • M. Narloch
  • M. Sac

  - Journal of Telecommunications and Information Technology - Rok 2011

  For the last decades huge efforts of telecommunication,Internet and media organizations have been focusingon creating standards and implementing one common networkdelivering multimedia services - Next Generation Network.One of the technologies which are very likely to beused in NGN transport layer is ASON/GMPLS optical network.The implementation of ASON/GMPLS technology usingopen source software and its results are the subject...

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