Machine Learning in Cybersecurity

Name: Machine%20Learning%20in%20Cybersecurity
Uploaded: 2021-06-30T08:00:00.000Z

Posted Jun 30, 2021 | Views 261

# Security

# Interview

# Cybersecurity

Monika Venckauskaite

Machine Learning Engineer @ Vinted

Monika is a keen and curious ML engineer, loving to build systems. She's started in machine learning as a master's student, looking for Higgs Boson and Dark matter within the CERN data. Later on, Monika moved to the IT industry and worked on various machine learning projects, including Open Source Intelligence Tools and a distributed system for ML cybersecurity analytics.

Currently, Monika works as an MLOps engineer, improving the MLOps platform that is used in production to shipping models to a 45 million-user platform. Monika also works in a start-up that is innovating satellite communication. In her free time, she loves books, traveling, and playing some music.

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Demetrios Brinkmann

Chief Happiness Engineer @ MLOps Community

At the moment Demetrios is immersing himself in Machine Learning by interviewing experts from around the world in the weekly MLOps.community meetups. Demetrios is constantly learning and engaging in new activities to get uncomfortable and learn from his mistakes. He tries to bring creativity into every aspect of his life, whether that be analyzing the best paths forward, overcoming obstacles, or building lego houses with his daughter.

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SUMMARY

One of the areas, that is the most transformed by ML these years is cybersecurity. Traditionally, SIEM (Security Intelligence and Event Management) is performed by human analysts. However, as the cyber powers and tools of the world are growing, we need more and more of these specialists. The entire area of cybersecurity is experiencing a shortage of talent. This is where the ML is coming in to help us. Cybersecurity ML systems require a lot of expertise from specialists as well as unique ways of handling user-sensitive data. This imposes various architectural solutions. In this talk, Monika introduces us to the ways of using ML in cybersecurity and the unique challenges we face.

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