[Recommeder System] 추천 시스템 - 관련 자료 및 사이트 정리

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Keras Implementation of Item2Vec[Code]

: https://github.com/lujiaying

 

Lua Implementation of Word2Vec[Code]

: https://github.com/yoonkim/word2vec_torch/blob/master/word2vec.lua

 

Tensorflow Implementation of Word2Vec[Code]

: https://github.com/carpedm20/word2vec-tensorflow

 

추천 시스템에 대한 전반적인 이해를 위한 글[설명]

: https://www.oss.kr/info_techtip/show/5419f4f9-12a1-4866-a713-6c07fd36e647

 

ALS Implementation and Explanation[설명]

: https://yeomko.tistory.com/4?category=805638

 

ALS Implicit CF Explanation and Implementaion[설명]

: https://medium.com/radon-dev/als-implicit-collaborative-filtering-5ed653ba39fe

 

Deep learning for audio-based music recommendation[설명]

: https://www.slideshare.net/RussiaAI/deep-learning-for-audiobased-music-recommendation

 

Introduction to latent MF recommender system[설명]

: https://towardsdatascience.com/introduction-to-latent-matrix-factorization-recommender-systems-8dfc63b94875

 

Recommender system datasicence school[설명]

: https://datascienceschool.net/view-notebook/fcd3550f11ac4537acec8d18136f2066/

 

Prototyping reco system ALS MF CF[설명]

: https://towardsdatascience.com/prototyping-a-recommender-system-step-by-step-part-2-alternating-least-square-als-matrix-4a76c58714a1

 

Use Implicit quantity Feedback to reco system[설명]

: https://jessesw.com/Rec-System/

 

SVD를 이용한 추천 시스템 구현하기[설명]

: https://leebaro.tistory.com/entry/SVD%EB%A5%BC-%EC%9D%B4%EC%9A%A9%ED%95%9C-%EC%B6%94%EC%B2%9C-%EC%8B%9C%EC%8A%A4%ED%85%9C-%EA%B5%AC%ED%98%84%ED%95%98%EA%B8%B0

 

Illustrated Word2Vec[설명]

: http://jalammar.github.io/illustrated-word2vec/

 

ML and Big Data Spotify[설명]

: https://www.slideshare.net/AndySloane/machine-learning-spotify-madison-big-data-meetup

 

Datascienceschool 추천 시스템[설명]

: https://datascienceschool.net/view-notebook/fcd3550f11ac4537acec8d18136f2066/

 

추천 시스템의 기본[설명]

:https://dnddnjs.github.io/recomm/2019/08/15/recommendation_system_basics/

 

KGAT: Knowledge Graph Attention Network for Recommendation[Paper]

: https://arxiv.org/abs/1905.07854

 

Airbnb Real-time Personalization using Embedding for Search Ranking[Paper]

: https://www.kdd.org/kdd2018/accepted-papers/view/real-time-personalization-using-embeddings-for-search-ranking-at-airbnb

 

Paper Item2Vec: Neural Item Embedding for Collaborative Filtering[Paper]

: https://arxiv.org/vc/arxiv/papers/1603/1603.04259v2.pdf

 

Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba[Paper]

: https://www.kdd.org/kdd2018/accepted-papers/view/billion-scale-commodity-embedding-for-e-commerce-recommendation-in-alibaba