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TAL Education Technology
TAL Education Technology
May 1, 2020 · Artificial Intelligence

Deep Knowledge Tracing: Concepts, Model Architecture, Applications, and Future Outlook

This article explains knowledge tracing and its deep learning variant DKT, detailing the underlying RNN/LSTM models, data encoding, loss functions, experimental results, practical applications in adaptive learning, as well as advantages, limitations, and future research directions.

LSTMRNNadaptive learning
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Deep Knowledge Tracing: Concepts, Model Architecture, Applications, and Future Outlook