{ "id": 189962, "title": "Knowledge Tracing GitHub Repo. Implementaions. ", "url": "/competitions/riiid-test-answer-prediction/discussion/189962", "author_name": "", "post_date": "2020-10-09T13:43:05.180722700Z", "votes": 51, "comment_count": 2, "views": 0, "content": "

Here are few papers with code and good github repos to start this competition, This will give you good start and better understanding of the present models availble at you to use for Riiid dataset.

\n", "messages": [ { "id": "1044066", "postDate": "10/09/2020 13:43:05", "content": "

Here are few papers with code and good github repos to start this competition, This will give you good start and better understanding of the present models availble at you to use for Riiid dataset.

\n", "rawMarkdown": "Here are few papers with code and good github repos to start this competition, This will give you good start and better understanding of the present models availble at you to use for Riiid dataset. \n- [Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing ](https://arxiv.org/abs/1811.03388) --- https://github.com/jilljenn/ktm\n- a simple pytorch implemention of paper A Self-Attentive model for Knowledge Tracing ---https://github.com/TianHongZXY/pytorch-SAKT\n- Knowledge Tracing using RNN - Independent Study Project with Prof. Mike Mozer at CU ---https://github.com/aroraakshit/deep_knowledge_tracing\n- Implementations of various Knowledge Tracing models in PyTorch--- https://github.com/seewoo5/KT \n- [Going Deeper with Deep Knowledge Tracing](https://eric.ed.gov/?id=ED592679) ---\nhttps://github.com/mhagiwara/deep-knowledge-tracing https://github.com/siyuanzhao/2016-EDM\n- An implementation of the [Deep Knowledge Tracing (DKT)](https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&cad=rja&uact=8&ved=2ahUKEwj5yLLU0KfsAhXPT30KHVVrCIYQFjABegQIAxAC&url=https%3A%2F%2Fstanford.edu%2F~cpiech%2Fbio%2Fpapers%2FdeepKnowledgeTracing.pdf&usg=AOvVaw1kg-zZUQqp-uTzkvWfPQM1) with Tensorflow 2.0 --- https://github.com/lccasagrande/Deep-Knowledge-Tracing\n- [Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network. ](https://dl.acm.org/doi/10.1145/3350546.3352513) --- https://github.com/jhljx/GKT\n- [ Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization](https://github.com/ckyeungac/deep-knowledge-tracing-plus)", "votes": null }, { "id": "1044126", "postDate": "10/09/2020 14:38:03", "content": "

Thanks for sharing.

", "rawMarkdown": "Thanks for sharing.", "votes": null }, { "id": "1072182", "postDate": "11/07/2020 21:48:13", "content": "

thanks you @shivanandmn this helps

", "rawMarkdown": "thanks you @shivanandmn this helps", "votes": null } ], "comments": [ { "id": 1044126, "author_name": "harshitsheoran", "author_url": "", "post_date": "10/09/2020 14:38:03", "content": "

Thanks for sharing.

", "votes": null, "replies": [] }, { "id": 1072182, "author_name": "bryanb", "author_url": "", "post_date": "11/07/2020 21:48:13", "content": "

thanks you @shivanandmn this helps

", "votes": null, "replies": [] } ], "raw_markdown_by_id": { "1044066": "Here are few papers with code and good github repos to start this competition, This will give you good start and better understanding of the present models availble at you to use for Riiid dataset. \n- [Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing ](https://arxiv.org/abs/1811.03388) --- https://github.com/jilljenn/ktm\n- a simple pytorch implemention of paper A Self-Attentive model for Knowledge Tracing ---https://github.com/TianHongZXY/pytorch-SAKT\n- Knowledge Tracing using RNN - Independent Study Project with Prof. Mike Mozer at CU ---https://github.com/aroraakshit/deep_knowledge_tracing\n- Implementations of various Knowledge Tracing models in PyTorch--- https://github.com/seewoo5/KT \n- [Going Deeper with Deep Knowledge Tracing](https://eric.ed.gov/?id=ED592679) ---\nhttps://github.com/mhagiwara/deep-knowledge-tracing https://github.com/siyuanzhao/2016-EDM\n- An implementation of the [Deep Knowledge Tracing (DKT)](https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=&cad=rja&uact=8&ved=2ahUKEwj5yLLU0KfsAhXPT30KHVVrCIYQFjABegQIAxAC&url=https%3A%2F%2Fstanford.edu%2F~cpiech%2Fbio%2Fpapers%2FdeepKnowledgeTracing.pdf&usg=AOvVaw1kg-zZUQqp-uTzkvWfPQM1) with Tensorflow 2.0 --- https://github.com/lccasagrande/Deep-Knowledge-Tracing\n- [Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network. ](https://dl.acm.org/doi/10.1145/3350546.3352513) --- https://github.com/jhljx/GKT\n- [ Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization](https://github.com/ckyeungac/deep-knowledge-tracing-plus)", "1044126": "Thanks for sharing.", "1072182": "thanks you @shivanandmn this helps" }, "source": "meta" }