Machine Learning Interview Questions

Capital One, Google, Netflix, Pinterest

Can you share details about a machine learning project you have been involved in?

What are overfitting and underfitting? Which models are more prone to these issues, and what are the reasons behind that?

SAP

You possess a dataset consisting of 1,000 avatar images and 100,000 user descriptions linked to those images. Develop a model that suggests an image from a new collection of 100,000 images (which does not include any of the original 1,000 images) based on a user description.

Scale AI

Examine an interval ranging from 0 to 1 that includes ten points distributed uniformly. Explain the distribution of points between the 5th and 6th positions.

What indicators would you take into account to evaluate the performance of your model?

Capital One

What methods do you use to keep informed about the latest developments in machine learning?

TikTok

Create a surveillance system for TikTok.

Is the Mean Squared Error (MSE) an appropriate cost function for a logistic regression model?

What does it mean when the area under the curve (AUC) is equal to 0.5?

Meta (Facebook)

Create a tailored news ranking system.