Interview Q&A / Machine Learning

INTERVIEW Q&A · 55 QUESTIONS

Machine Learning interview questions

Supervised vs unsupervised learning, overfitting, metrics and the classic models, explained simply.

  1. What is bootstrap sampling and the out-of-bag score in a random forest?

    Each tree trains on a bootstrap sample: n rows drawn with replacement, containing about 63% of the unique rows. The remaining roughly 37% are out-of-bag for that tree and give a free validation estimate.

    IntermediateQuick answer1 min read