Adult learning in the United States continues to evolve as colleges, universities, and professional programs adapt to the needs of working professionals, returning learners, and career changers.

Active learning represents a transformative paradigm in machine learning, aimed at reducing the annotation burden by selectively querying the most informative data points. This approach leverages ...