sushirank

Educational implementation of pointwise and pairwise learning-to-rank models

Slides

Repository for Shopee x Data Science BKK Dive into Learning-to-rank ใครไม่แร้งค์ เลินนิ่งทูแร้งค์

• sandbox.ipynb - notebook for workshop
• sushirank/datasets.py - Pytorch datasets for pointwise and pairwise models
• sushirank/finetuners.py - pointwise and pairwise models implemented in Pytorch-lightning
• sushirank/metrics.py - common metrics for ranking problems

Resources for Implementation

• LGBMRanker
• allRank
• tensorflow/ranking

Research Papers

• RankNet
• From RankNet to LambdaRank to LambdaMART: An Overview