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Chapter 74

Domain-Specific Prep: ML, Data, Security, Mobile

Domain-Specific Prep: ML, Data, Security, Mobile

Generic interview prep covers about 70% of what you need. The remaining 30% is domain-specific — the knowledge, vocabulary, and projects that signal you belong in a specialized field. If you are interviewing for a machine learning, data engineering, security, or mobile role, you need targeted preparation that demonstrates you are not just a generalist who read a tutorial last week.

Machine Learning and AI Roles

Key topics to master:

  • Supervised vs. unsupervised learning: Know when to use classification, regression, clustering, and dimensionality reduction. Be able to explain the tradeoffs between different algorithms (random forest vs. gradient boosting vs. neural n...

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