Conventional machine learning (ML) relies heavily on manual design from
machine learning experts to decide learning tasks, data, models, optimization
algorithms, and evaluation metrics, which is labor-intensive, time-consuming,
and cannot learn autonomously like humans. In education science, self-directed
learning, where human learners select learning tasks