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Explain overfitting vs underfitting and fixes

Last updated: Mar 29, 2026

Quick Overview

This question evaluates understanding of model generalization in supervised machine learning, focusing on the concepts of overfitting and underfitting and their effects on predictive performance.

  • easy
  • LinkedIn
  • Machine Learning
  • Machine Learning Engineer

Explain overfitting vs underfitting and fixes

Company: LinkedIn

Role: Machine Learning Engineer

Category: Machine Learning

Difficulty: easy

Interview Round: Technical Screen

## Question 1. What are **overfitting** and **underfitting**? 2. How can you **diagnose** each using training/validation metrics? 3. What are common **mitigations** for each? Assume a supervised learning setting (classification or regression).

Quick Answer: This question evaluates understanding of model generalization in supervised machine learning, focusing on the concepts of overfitting and underfitting and their effects on predictive performance.

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LinkedIn logo
LinkedIn
Feb 8, 2026, 12:00 AM
Machine Learning Engineer
Technical Screen
Machine Learning
6
0
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Question

  1. What are overfitting and underfitting ?
  2. How can you diagnose each using training/validation metrics?
  3. What are common mitigations for each?

Assume a supervised learning setting (classification or regression).

Solution

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