Data
수업에 사용될 데이터셋
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MovieLens
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KMRD
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Netflix
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Amazon Product Review / Image
- Download Link에서 review와 image 데이터 모두 다운로드 할 수 있다. image데이터는 상품별 5-core 데이터를 다운로드한다.
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Music dataset
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Million Song Dataset과 Last.fm
Paper
수업에 사용될 논문 리스트
- Part 2
- BPR: Bayesian Personalized Ranking from Implicit Feedback
- Part 3
- LARS: A Location-Aware Recommender System
- Part 4
- Neural Collaborative Filtering
- Factorization Machines
- Wide & Deep Learning for Recommender Systems
- DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
- AutoRec: Autoencoders Meet Collaborative Filtering
- Training Deep AutoEncoders for Collaborative Filtering
- Joint Training of Ratings and Reviews with Recurrent Recommender Networks
- Image-based Recommendations on Styles and Substitutes
- VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback
- Deep content-based music recommendation
- Session-based Recommendations with Recurrent Neural Networks
- Deep Neural Networks for YouTube Recommendations
- Deep Learning Based Recommender System: A Survey and New Perspectives
