Machine Learning Fundamentals for Cybersecurity Pros

Machine Learning Fundamentals for Cybersecurity Pros

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Artificial intelligence (AI) is an increasingly used component within our #cybersecurity arsenal, to defend, detect, and automate incident response. Equip yourself to critically evaluate the underpinnings of next generation #AI powered cybersecurity tools by understanding key machine learning (ML) algorithms, training methodologies, development options, and #machinelearning examples for attacker behaviour detection. Cut through the hyperbole and empower yourself to ask insightful and probing questions that validate or expose vendor claims around AI cybersecurity solutions.

💡Learning Outcomes:
â–º Understand the principle operations and security applications of key ML algorithms
â–º Learn how to select appropriate ML algorithm training approaches
â–º Examine a security threat detection and ML algorithms development lifecycle
â–º Evaluate make vs buy decisions for ML in cybersecurity
â–º Learn probing questions on AI and ML that will draw out insight or demonstrate weaknesses from â–º vendors of AI security solution

00:00 Building Security That Thinks: Machine Learning for Cybersecurity Professionals
00:15 What is AI? What is Machine Learning?
02:14 What are the 3 types of Machine Learning?
03:25 What is supervised Machine Learning?
05:35 What is unsupervised Machine Learning?
06:48 What is Deep Learning?
08:24 What is the difference between traditional Machine Learning and Deep Learning?
11:10 How to use Machine Learning as a Cybersecurity asset
18:51 What does it take to build an algorithm?
20:15 What are the five questions to ask a cybersecurity AI vendor?
21:20 Five key takeaways
22:40 Q&A

Learn how Vectra applies Machine Learning to cybersecurity:
https://www.vectra.ai/products/how-we-do-it

Using machine learning for threat detection:
https://www.vectra.ai/media-coverage/using-machine-learning-for-threat-detection


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