SecuritySecurity
Conference - Short25min
BEGINNER

Patterns in the chaos, types of anomalies and their detection in DevSecOps sector with usage of Multimodal Knowledge Graphs.

I would like to introduce the conference participants to the world of anomalies in the DevSecOps sector. This is a rich and colorful world that is not yet well explored.During the presentation, I will discuss the basic groups and types of anomalies along with examples. I will demonstrate how a multimodal knowledge graph (MMKG) can be built from event streams, and I will focus on anomalies within this space and how their detection works using this structure. The final part of the presentation will explore the use of graph neural networks (GNN) to detect significant deviations from the norm.Participants will expand their knowledge about anomalies in the DevSecOps sector and learn methods they can use to search for them effectively. Awareness and effective identification of anomalies is one of the key practices that reduces operational risk and increases the level of security in business.

Cezary Turek
Cezary TurekBeemon

talkDetail.whenAndWhere

Thursday, June 12, 12:50-13:15
Room 4A
talks.description
I would like to introduce the conference participants to the world of anomalies in the DevSecOps sector. This is a rich and colorful world that is not yet well explored.During the presentation, I will discuss the basic groups and types of anomalies along with examples. I will demonstrate how a multimodal knowledge graph (MMKG) can be built from event streams, and I will focus on anomalies within this space and how their detection works using this structure. The final part of the presentation will explore the use of graph neural networks (GNN) to detect significant deviations from the norm.Participants will expand their knowledge about anomalies in the DevSecOps sector and learn methods they can use to search for them effectively. Awareness and effective identification of anomalies is one of the key practices that reduces operational risk and increases the level of security in business.
anomalies
knowledge
detection
devsecops
talks.speakers
Cezary Turek

Cezary Turek

Beemon

Poland

Chief Technology Officer at Beemon.io, a newly established startup specializing in the analysis and construction of multimodal knowledge graphs from data streams. We integrate real-time AIOps graph construction and analytics with deep learning models.
Professionally, a leader of the AIOps team, focusing on multimodal data correlations, root cause analysis, and anomaly detection systems.
Privately, a bioinformatics enthusiast passionate about multi-omics data analysis.
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