Explain linear regression. Simple questions like this allow hiring managers to test major statistical concepts, said Petr Tsatsin, head of engineering at Ople. "Linear regression encompasses many statistical concepts that are the foundations of machine learning," Tsatsin said. "From linear regression, the interview can dive deeper and lead to testing concepts on different types of distribution, over-fitting, and many more."