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Anomaly detection in environments with huge number of machines BigData и машинное обучение
Marian is a system administrator by heart. He is working with Linux for more than 20 years. Currently he is Chief System Architect at SiteGround – world leading web hosting and IT provider. He is a big fan of FOSS and regularly speaks at different conferences around the world. In his spare time he teaches Linux system administration and Network security courses in Sofia University and SoftUni.
Тезисы
Marian's team at SiteGround had collected huge pile of stats from all of their machines. However looking at those stats via Kibana or Graphana is a lot of work and requires a dedicated person. Also people are bad at long term monitoring of noisy data, and they tend to miss issues that are visible in the graphs.
In this talk, Marian will share with you, what he found while analyzing his company stats and what were the best approaches to detecting anomalies in the data, you have.
