Dacon - Book Recommendation using Collaborative Filtering
Dacon - Book Recommendation using Collaborative Filtering
Desciption & Background:
This is a Cospo x Dacon competition which the prize is the recruitment opportunity. The task is to produce book recommendation models that are evaluated using RMSE.
For this project, I used an ensemble of SVD (Singluar Value Decomposition) and SVD++, which are well known collaborative filtering model in recommendation system, from Surprise Library.
Ensemble of 5 SVD models showed the best performance.
Keywords: Recommender System, SVD, Ensemble, Cross Validation
Result Summary:
RMSE: Β 3.4077
Leaderboard Ranking: Β 56 / 679 (Top 9%)