{"repo":"aryan-jadon/Evaluation-Metrics-for-Recommendation-Systems","free":true,"listed":false,"github":"https://github.com/aryan-jadon/Evaluation-Metrics-for-Recommendation-Systems","clone":"git clone https://github.com/aryan-jadon/Evaluation-Metrics-for-Recommendation-Systems.git","description":"This repository contains the implementation of evaluation metrics for recommendation systems. We have compared similarity, candidate generation, rating, ranking metrics performance on 5 different datasets - MovieLens 100k, MovieLens 1m, MovieLens 10m, Amazon Electronics Dataset and Amazon Movies and TV Dataset.","language":"Python","stars":27,"topics":["deep-learning","deep-neural-networks","evaluation-framework","evaluation-metrics","machine-learning","recommendation-system","recommender-system","metrics","pyspark","python"],"license":null,"category":"machine-learning","readme_excerpt":"Evaluation Metrics for Recommendation Systems About Recommendations Models Majority of this repository work is taken from - https://github.com/recommenders-team/recommenders Experiments Summary and Our Paper Cite Our Paper Paper Links 1. https://link.springer.com/chapter/10.1007/978-3-031-71484-9 25 2. https://arxiv.org/abs/2312.16015 Summary of Experiments Similarity Metrics Candidate Generation Metrics Rating Metrics Ranking Metrics Replicating this Repository and Experiments recommenders : Folder containing the recommendations algorithms implementations. similarity metrics : Folder containing scripts for running experiments of similarity metrics. candidate generation metrics : Folder containing scripts for running experiments of candidate generations metrics. rating metrics : Folder containing scripts for running experiments of rating metrics. ranking metrics : Folder containing scripts for running experiments of ranking metrics. Creating Environment Install the dependencies using requirements.txt or Similarity Metrics Experiments Run the Similarity Metrics Experiments using - Candidate Generation Metrics Experiments Run the Candidate Generation Metrics Experiments using - Rating Metrics Experiments Run the Rating Metrics Experiments using - Ranking Metrics Experiments Run the Ranking Metrics Experiments using -","default_branch":null,"files":null,"tree":[],"storefront":"/r/aryan-jadon","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/aryan-jadon/Evaluation-Metrics-for-Recommendation-Systems/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}