고성능 딥 러닝 시스템

  • Published : 2016.02.19

Abstract

Keywords

References

  1. Y. LeCun, Y. Bengio, and G. Hinton, "Deep Learning", Nature, vol. 521, pp. 436-444, 2015. https://doi.org/10.1038/nature14539
  2. ICT미래전략센터, "미 백악관, '국가전략컴퓨팅계획 (NSCI)'발표", ICT Issues Weekly, NIA 한국정보화진흥원, pp. 4-5, 8월 28일 2015.
  3. ICT미래전략센터, "딥 러닝(Deep Learning) 기술과 인공지능 동향", ICT Issues Weekly, NIA 한국정보화진흥원, pp. 11-14, 8월 21일 2015.
  4. MIT Technology Review, http://www.technologyreview.com/
  5. A. Krizhevsky, I. Sutskever, and G. E. Hinton, "ImageNet Classification with Deep Convolutional Neural Networks", NIPS 2012.
  6. J. Dean, G. S. Corrado, R. Monga, K. Chen, M. Devin, Q. V. Le, M. Z. Mao, M. Ranzato, A. Senior, P. Tucker, K. Yang, and A. Y. Ng. "Large Scale Distributed Deep Networks", NIPS, 2012.
  7. Q. V. Le, R. Monga, M. Devin, K. Chen, G. S. Corrado, J. Dean, and A. Y. Ng, "Building High-level Features Using Large Scale Unsupervised Learning", ICML 2012.
  8. Y. Zou, X. Jin, Y. Li, Z. Guo, E.Wang, and B. Xiao, "Mariana: Tencent Deep Learning Platform and its Applications", VLDB Endowment 2014.
  9. T. Chilimbi, Y. S. J. Apacible, and K. Kalyanaraman, "Project Adam: Building an Efficient and Scalable Deep Learning Training System", OSDI 2014.
  10. H. Zhang, Z. Hu, J. Wei, P. Xie, G. Kim, Q. Ho, E. P. Xing, "Poseidon: A System Architecture for Efficient GPU-based Deep Learning on Multiple Machines", arXiv:1512.06216, 2015.
  11. M. Li, D. G. Andersen, A. Smola, and K. Yu, "Communication Efficient Distributed Machine Learning with the Parameter Server", NIPS 2014.
  12. E. P. Xing, Q. Ho, W. Dai, J. K. Kim, J. Wei, S. Lee, X. Zheng, P. Xie, A. Kumar, Y. Yu, "Petuum: A New Platform for Distributed Machine Learning on Big Data", KDD 2015.
  13. C. Szegedy, W. Liu, Y. Jia, P. Sermanet, S. Reed, D. Anguelov, D. Erhan, V. Vanhoucke, and A. Rabinovich, "Going deeper with convolutions" CVPR 2015.