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Physical Sciences and Mathematics Commons

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Computer Sciences

Elizabethtown College

2020

Computer Science

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Full-Text Articles in Physical Sciences and Mathematics

Anta: Accelerated Network Traffic Analytics., Matthew Grohotolski, Connor Dileo Jul 2020

Anta: Accelerated Network Traffic Analytics., Matthew Grohotolski, Connor Dileo

Summer Scholarship, Creative Arts and Research Projects (SCARP)

Implementing traditional machine learning models and neural networks has become trivial in detecting malicious network traffic and has sparked interest in many researchers investigating this field. Standard implementations include using the baseline models in packages such as sklearn, tensorflow, and keras. In this paper we seek to advance the field of network detection and produce results which will have great benefits in terms of speed and performance of these models. We take advantage of Intel’s DAAL and OpenVINO packages as they are the two best performance enhancing methods which are publicly available today. Furthermore, comparisons will be made to determine …