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You're reading from  10 Machine Learning Blueprints You Should Know for Cybersecurity

Product typeBook
Published inMay 2023
PublisherPackt
ISBN-139781804619476
Edition1st Edition
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Author (1)
Rajvardhan Oak
Rajvardhan Oak
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Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
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Interview questions

In this section, we will look at a few questions that may be asked in data scientist interviews, with an emphasis on those related to cybersecurity or associated topics. We will leave finding the right answers an exercise for you.

Theory-based questions

These questions are theoretical and used to test your knowledge and understanding of machine learning principles and concepts.

Fundamental concepts

  • How is machine learning different from traditional computing?
  • What is the difference between supervised and unsupervised learning?
  • What is semi-supervised learning? Give an example scenario where semi-supervised learning would be the appropriate choice for modeling a problem.
  • What is self-supervised learning?
  • What is overfitting and how can it be prevented?
  • What is underfitting and how can it be prevented?
  • How can you detect overfitting/underfitting in a model?
  • How does gradient descent work? What is the difference between...
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You have been reading a chapter from
10 Machine Learning Blueprints You Should Know for Cybersecurity
Published in: May 2023Publisher: PacktISBN-13: 9781804619476

Author (1)

author image
Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
Read more about Rajvardhan Oak