There are 17 repositories under knowledge-tracing topic.
Edudata: Datasets in Education and convenient interface for downloading and preprocessing dataset in education
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models
A collection of Knowledge Tracing model implementations with PyTorch
It is the DKT+ model implemented in python3 and tensorflow1.2
An implementation of the Deep Knowledge Tracing (DKT) using Tensorflow 2.0
Edudata: Datasets in Education and convenient interface for downloading and preprocessing dataset in education
Implementation of the paper "Last Query Transformer RNN for knowledge tracing" in PyTorch. (Kaggle 1st place solution)
a simple pytorch implemention of paper A Self-Attentive model for Knowledge Tracing
EduStudio is a Unified Library for Student Cognitive Modeling including Cognitive Diagnosis (CD) and Knowledge Tracing (KT).
Tracing Knowledge Instead of Patterns: Stable Knowledge Tracing with Diagnostic Transformer (WWW '23)
"Enhancing Knowledge Tracing via Adversarial Training", ACM MM 2021 (Oral).
Hierarchical Attention Network based Explainable Knowledge Tracing
The source code of our knowledge tracing model CoKT (Collaborative Embedding for Knowledge Tracing).
Application of CL(Contrastive Learning) to Knowledge Tracing
Modeling student's knowledge over time using Riiid's EdNet dataset comprising of 100M+ student interactions. EDA and Feature Engineering was performed on the data and models were trained on important features.
Resources About Student Cognitive Modeling
A Curated List of Learning Materials on Machine Learning
A PyTorch implementation of the "Attention is All You Need" Transformer model, SAINT+ Knowledge tracing model with EarlyStopping and LRSechduler .
UMass Amherst ML4Ed lab submission for Neurips Casual Modeling challenge
Knowledge Tracing using RNN - Independent Study Project with Prof. Mike Mozer at CU
🤗 AutoKT: train state-of-the-art and classical knowledge tracing models and deploy them in a scalable environment automatically.
A paper list of Knowledge Tracing models (KTMs).