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Every applicant arrives assessed and AI-interviewed.See how

Vetted assessment library

AI & Machine Learning

The skills a AI & Machine Learning vetted assessment can cover, how the assessment runs, and a sample question to try.

Skills covered

Each talent declares the skills they have, and each sitting is generated for their target role and those skills. These are skills from this field that an assessment can cover.

  • Machine Learning
  • Deep Learning
  • Natural Language Processing
  • Large Language Models
  • Prompt Engineering
  • Retrieval-Augmented Generation
  • Feature Engineering
  • Model Evaluation
  • MLOps
  • Responsible AI

Sample question

A model performs very well on its training data but poorly on new data. What is the most likely problem?

  1. AUnderfitting
  2. BThe test data is too large
  3. COverfitting
  4. DThe model has too few parameters to learn anything
Show the answer

C. Overfitting

An overfitted model has learned the quirks of its training data rather than the general pattern, so it fails to carry that performance over to data it has not seen.

A practice-style sample of the field’s knowledge. The vetted assessment itself has no multiple-choice test today: it is an AI text interview written fresh for each sitting and, for technical roles, a coding round.

How assessments are scoredAll assessment fields

What the vetted assessment looks like

Taken once and reused for every application while your score is valid. Your track follows the skills you declare, and you can choose it yourself.

Technical track

An 8-question AI interview, then a coding round of two problems with three follow-up questions about the code just written. About 65 minutes in total.

  • AI interview40% of the vetted score
  • Coding round60% of the vetted score

Non-technical track

A 9-question AI interview, three of them workplace scenarios. About 22 minutes in total.

  • AI interview100% of the vetted score
Score validity
Your verified score stays valid for six months (180 days).
Retakes
One free early retake every 90 days; Premium adds a second.

Look around first. You can browse jobs and save the ones you like before taking the assessment. Saving a job doesn’t require it; applying does.

Browse jobsTry practice questions