arXiv Open Access 2016

Horn: A System for Parallel Training and Regularizing of Large-Scale Neural Networks

Edward J. Yoon

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Abstrak

I introduce a new distributed system for effective training and regularizing of Large-Scale Neural Networks on distributed computing architectures. The experiments demonstrate the effectiveness of flexible model partitioning and parallelization strategies based on neuron-centric computation model, with an implementation of the collective and parallel dropout neural networks training. Experiments are performed on MNIST handwritten digits classification including results.

Topik & Kata Kunci

cs.DC cs.LG cs.NE

Penulis (1)

Edward J. Yoon

Format Sitasi

APA MLA BibTeX

Yoon, E.J. (2016). Horn: A System for Parallel Training and Regularizing of Large-Scale Neural Networks. https://arxiv.org/abs/1608.00781

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Informasi Jurnal

Tahun Terbit: 2016
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓