If you were given a dataset for a binary classification task... | Interview Question
IntermediateTECHNICALTEXT
If you were given a dataset for a binary classification task, what steps would you take before training a model?
ML/AI fresher
General
Sample Answer
This is based on the ML/AI fresher role and the general screening goal, which should assess core technical workflow knowledge suitable for an intermediate interview.
Related Keywords
How would you handle missing values and outliers?What checks would you do to avoid data leakage?
Tips for Answering
Demonstrate depth of technical knowledge
Think aloud — explain your reasoning process before diving into the solution.
Clarify constraints and requirements before answering. Ask clarifying questions.
Discuss trade-offs between approaches. Show you understand real-world engineering.
Mention edge cases, performance considerations, and how you would test your solution.