Explain LLM training, RL, and evaluation

Q: How do I approach Machine Learning interview questions?

Machine Learning questions require understanding of core concepts and practice. PracHub provides solutions with explanations to help you master machine learning interviews.

Q: What difficulty level is this interview question?

This is a medium difficulty Machine Learning question, commonly asked during Onsite rounds at Cohere.

Q: What role is this question designed for?

This question is commonly asked for Machine Learning Engineer candidates at Cohere during technical interviews.

Question

Explain LLM training, RL, and evaluation

PracHub · Accepted Answer

This question evaluates understanding of the full large language model lifecycle and associated competencies, including pre-training, supervised fine-tuning, preference optimization, reinforcement learning–based post-training, reward design, optimization stability, common failure modes, and evaluation metrics.

Explain LLM training, RL, and evaluation

Quick Overview

Explain LLM training, RL, and evaluation

Write your answer