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 ...

The traditional, lecture-based method of instruction has been increasingly criticised in recent years for failing to actively engage students and for its passive nature. Active learning practices, ...

Active learning is fundamentally about student engagement and participation. It involves students going beyond passive listening in lectures or ‘sitting back and being fed information’ to ‘learning by ...