Machine Learning Paper Review and Implementation

이 리포지토리는 주요한 머신러닝 논문 및 MLOps 등 머신러닝 엔지니어링과 관련된 논문들을 리뷰하고 구현한 내용들을 정리하고 있습니다.
자세한 논문 리뷰글은 블로그를 참조해주세요.
논문리딩 과정에서 rough한 분석은 issue에 정리중입니다. 😃

Computer Vision (CV)

• AlexNet : [NIPS] Imagenet Classification with Deep Convolutional Neural Networks (2012)

  Original Paper	Review file	Codes	Review Post

Natural Language Process (NLP)

• [ACM] Skip-Thought Vectors (2019)

  Original Paper	Review file	Codes	Review Post

waiting list...
Efficient Estimation of Word Representations in Vector Space (2013)

Recommender System (RecSys)

• [ACM] Neural Graph Collaborative Filtering (2019)

  Original Paper	Review file	Codes	Review Post

• Deep Variational Autoencoder with Shallow Parallel Path for Top-N Recommendation (VASP) (2021)

  Original Paper	Review file	Codes	Review Post

waiting list...
Deep Variational Autoencoder with Shallow Parallel Path for Top-N Recommendation (VASP)
[IEEE] Collaborative Filtering for Implicit Feedback Datasets (2008)
[UAI] BPR: Bayseian Personalized Ranking from Implicit Feedback (2009)

MLOps & Data Engineering