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