Fig. 1. Begin an Experiment page.
Fig. 2. Experiment creation page.
Fig. 3. Node and topology creation.
Fig. 4. Reserved node Information.
Fig. 5. Node Information.
Fig. 6. TensorFlow installation command.
Fig. 7. Tensorflow script editing.
Fig. 8. Script running command.
Fig. 9. Library usage example.
Fig. 10. Learning() source code.
Fig. 11. Total overhead and preparation time prediction.
Table 1. Units for magnetic properties
Table 2. User and library overhead
References
- J. H. Park, "Understand of artificial intelligence: approach by cognitive science," Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology, vol. 6, no. 10, pp. 539-547, 2016. DOI: 10.14257/AJMAHS.2016.10.44.
- Amazon AWS Deep Learning AMI [Internet], Available: https://aws.amazon.com/ko/machine-learning/amis/.
- Microsoft Azure Machine Learning Studio [Internet], Available: https://azure.microsoft.com/en-us/services/machine-learning-studio/.
- IBM Deep Learning [Internet], Available: https://www.ibm.com/cloud/deep-learning.
- Google Cloud Machine Learning Engine [Internet], Available: https://cloud.google.com/ml-engine/.
- M. H. Lee and W. J. Seok, "Research on the trend of utilizing Emulab as cyber security research framework," Journal of the Korea Institute of Information Security and Cryptology, vol. 23, no. 6, pp. 1169-1180, 2013. DOI: 10.13089/JKIISC.2013.23.6.1169.
- KREONet Emulab [Internet], Available: https://www.emulab.kreonet.net/.
- N. Gupta, "Artificial neural network," Network and Complex Systems, vol. 3, no. 1, pp. 24-28, 2013.
- M. Abadi, P. Barham, J. Chen, Z. Chen, A. Davis, J. Dean, et al., "TensorFlow: a system for large-scale machine learning," in Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Savannah, GA, pp. 265-283, 2016.
- Ubuntu package, "python-dev," [Internet], Available: https://packages.ubuntu.com/search?keywords=python-dev.
- Ubuntu package, "python-pip," [Internet], Available: https://packages.ubuntu.com/search?keywords=python-pip.
- Python Software Foundation, "urllib2," [Internet], Available: https://docs.python.org/2/library/urllib2.html
- Python Software Foundation, "mechanize," [Internet], Available: https://pypi.org/project/mechanize/.
- PuTTY: a free SSH and telnet client for Windows [Internet], Available: https://www.putty.org/.
- J. Gu, Z. Wang, J. Kuen, L. Ma, A. Shahroudy, B. Shuai, et al., "Recent advances in convolutional neural networks," Pattern Recognition, vol. 77, pp. 354-377, 2018. DOI: 10.1016/j.patcog.2017.10.013.