How to Answer: What are some of the ethical considerations that are taken into account when designing machine learning algorithms?
Advice and answer examples written specifically for a Machine Learning Engineer - Python job interview.
2. What are some of the ethical considerations that are taken into account when designing machine learning algorithms?
This question targets the candidate's knowledge and understanding of the ethics surrounding AI and machine learning. This is a new field and many large technology companies are employing ethics officers to bring AI and ethics to the fore.
Ethical arguments are raised due to the objective of the algorithm not being in line with the well-being or interests of the users. For example, an algorithm designed to improve user experience on a website may determine that the best way for the user to have a good experience is to make them want to stay on the site as long as possible. This is not necessarily a great outcome for the user as they may spend too much time on a platform or website.
The outputs of machine learning algorithms must be cross-checked and verified that they are indeed acting in the best interests of the users.
The interviewer wants you to demonstrate that you are aware of ethical concerns and that you have an understanding of how and when they may arise.
Written by Ryan Brown on July 6th, 2021