High-Speed Multithreaded IP Flow Exporter for Machine Learning
Our team develops hardware accelerated technologies especially for monitoring high-speed network links for many years and in May 2021, we reached a new milestone. In combination with a hardware card equipped with an FPGA capable of 200Gb/s, the monitoring probe is able to process over 175Gb/s and export extended IPFIX data. The whole measurement of the developed prototype was based on the new version of the ipfixprobe software. This IP flow exporter is an open source project capable of exporting IPFIX output data extended with various...
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We are heavily using modern machine learning (ML) methods in the areas of network traffic analysis and security. We have successfully applied ML for classification of encrypted traffic, detection of different types of attacks, prediction of future attacks, or detection of coordinated behavior of malicious IP addresses. We are continuously exploring the potential of ML techniques in other use cases.
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