Cloud Powered Deep Learning-Emerging Trends
Keywords:
Deep Learning, Machine Learning, Cloud Computing, Deep CloudsAbstract
Cloud Computing is making inroads into other areas of research. Advanced research area like Deep Learning is now not limited to just huge organizations. Cloud Computing is making it easy for even small researchers to have a go at Deep Learning. One needs to just harness the unlimited Computing power the Cloud offers. This paper presents a review of Deep Learning, opportunities & Challenges of Deep Learning .The paper also throws light on the role of Cloud Computing in Deep Learning.
References
G Hinton, S Osindero and Y The “A fast learning algorithm for deep belief nets”, Neural Computation, vol. 18, pp. 1527-1554, 2006.
Y Bengio “Learning deep architectures for AI”, Foundations and Trends in Machine Learning, Vol. 2, No. 1, 2009, pp. 1- 127.
Y Bengio, N Boulanger, and R Pascanu. “Advances in optimizing recurrent networks,” Proc. ICASSP, 2013.
Y Bengio, A Courville and P Vincent,“Representation learning: A review and new perspectives,” IEEE Trans. PAMI, 2013.
Li Deng, “A Tutorial Survey of Architectures, Algorithms, and Applications for Deep Learning” ,APSIPA-Transactions on Signal and Information Processing, 2012.
L Deng, D Yu and J Platt “Scalable stacking and learning for building deep architectures”, Proc. of International Conference on Acoustics, Speech and Signal Processing , 2012.
Peter Mell and Timothy Grance, “The NIST Definition of Cloud Computing”, SP 800-145, September 2011.
J. Srinivas, K. Venkata Subba Reddy and Dr. A. A. Moiz Qyser, “Cloud Computing Basics” ,International Journal of Advanced Research in Computer and Communication Research, ISSN: 2278-1021, pp 343-347, Vol 1, Issue 5, July 2012.
Fang Liu, Jin Tong, Jian Mao, Robert Bohn, John Messina, Lee Badger and Dawn Leaf “NIST Cloud Computing Reference Architecture”, Special Publication 500-292.
Y Bengio, “Learning deep architectures for AI,” in Foundations and Trends in Machine Learning, Vol. 2, No. 1, pp. 1- 127, 2009.
Li Deng, Xiaodong He, JianfengGao, “Deep stacking networks for information retrieval”, IEEE International conference on Acoustics speech and signal processing, 2013.
Zachary Chase Lipton, “Cloud Machine Learning Wars: Amazon vs IBM Watson Vs Microsoft Azure”, UC SD.
George Lawton,“Google Brings Deep Learning to the Cloud”, IEEE INTELLIGENT SYSTEMS September/October 2012 .
B.Kwolek, “Face detection using convolution neural networks and Gabor filters”, in Lecture Notes in Computer Science, vol. 3696. 2005, p. 551
Downloads
Published
How to Cite
Issue
Section
License

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors contributing to this journal agree to publish their articles under the Creative Commons Attribution 4.0 International License, allowing third parties to share their work (copy, distribute, transmit) and to adapt it, under the condition that the authors are given credit and that in the event of reuse or distribution, the terms of this license are made clear.
