Machine Learning Interview Questions

What is entropy, and how is it applied in machine learning?

Create a machine learning monitoring system that tracks drift, performance, outliers, and quality for a fantasy sports application.

Samsung

Create a system that identifies paper waste and sorts it into the appropriate bin.

Describe linear regression to a technical stakeholder.

What steps do you take to ensure that a deployed model remains current?

Describe the concept of gradient descent.

Microsoft

Share a machine learning research topic that you find intriguing.

In what ways do the tree combinations generated by boosting methods differ from those utilized in random forests?

Outline the model you would create to forecast which credit card transactions are fraudulent.

What are the assumptions underlying linear regression? What occurs if any of these assumptions are not met?