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Achievements

Achievement: YOLOAchievement: Starstruckx2Achievement: Pull Sharkx2Achievement: Arctic Code Vault Contributor
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@deezer @ComplexCity
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GuillaumeSalhaGalvan/README.md

Hi there! 👋 🎵

Welcome to my GitHub profile.

This space and the Deezer organization page offer a glimpse into various projects I've worked on in recent years.

Specifically, you will encounter music recommendation projects related to my current role as a Research Scientist and Coordinator for the French music streaming service Deezer. Several older repositories also provide access to code and data from my doctoral research on representation learning with graph autoencoders (node embedding, link prediction, community detection, etc) with application to music information retrieval and recommendation problems.

I invite you to visit my website for a comprehensive list of my scientific articles, direct links to GitHub repositories and other online resources for each of them, or simply to connect and discuss!

Pinned

  1. deezer/linear_graph_autoencoders deezer/linear_graph_autoencoders Public

    Source code from the NeurIPS 2019 workshop article "Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks" (G. Salha, R. Hennequin, M. Vazirgiannis) + k-core framework implementat…

    Python 132 14

  2. deezer/gravity_graph_autoencoders deezer/gravity_graph_autoencoders Public

    Source code from the CIKM 2019 article "Gravity-Inspired Graph Autoencoders for Directed Link Prediction" by G. Salha, S. Limnios, R. Hennequin, V.A. Tran and M. Vazirgiannis

    Python 43 10

  3. deezer/carousel_bandits deezer/carousel_bandits Public

    Source code and data from the RecSys 2020 article "Carousel Personalization in Music Streaming Apps with Contextual Bandits" by W. Bendada, G. Salha and T. Bontempelli

    Python 53 11

  4. pyg-team/pytorch_geometric pyg-team/pytorch_geometric Public

    Graph Neural Network Library for PyTorch

    Python 20.4k 3.6k

  5. deezer/semi_perso_user_cold_start deezer/semi_perso_user_cold_start Public

    Source code from the KDD 2021 article "A Semi-Personalized System for User Cold Start Recommendation on Music Streaming Apps" by L. Briand, G. Salha-Galvan, W. Bendada, M. Morlon and V.A. Tran

    Python 47 7

  6. deezer/fastgae deezer/fastgae Public

    Source code from the article "FastGAE: Scalable Graph Autoencoders with Stochastic Subgraph Decoding" by G. Salha, R. Hennequin, J.B. Remy, M. Moussallam and M. Vazirgiannis (2020)

    Python 26 6