Which approach enhances human expertise through machine assistance for task completion?

The approach that enhances human expertise through machine assistance for task completion is called augmented intelligence. This concept refers to the collaboration between humans and machines, where technology is used to assist and enhance human decision-making and efficiency rather than replacing human input entirely. Augmented intelligence aims to empower individuals by providing tools that leverage machine learning and AI capabilities, allowing them to make more informed decisions, solve complex problems, and ultimately enhance their skills.

This is distinct from automation, which focuses on fully automating tasks without human intervention, and autonomous systems, which operate independently of human control. Automated machine learning, while useful for streamlining machine learning processes, does not specifically emphasize the enhancement of human expertise in the way that augmented intelligence does. In contrast, augmented intelligence is centered around improving human cognitive functions and decision-making through intelligent tools and systems that work alongside people.