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twitter/the-algorithm-ml

Pythonblog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm
総合 #5,327Python #987Data Science #141ML Frameworks #316

Source code for Twitter's Recommendation Algorithm

recommendationmachine-learningrankingtwitteralgorithm
スター成長
スター
10.6k
フォーク
2.2k
週間成長
+4
Issue
20
5k10k
2023年3月2024年5月2025年8月2026年10月
成果物PyPI
README

This project open sources some of the ML models used at Twitter.

Currently these are:

  1. The "For You" Heavy Ranker (projects/home/recap).

  2. TwHIN embeddings (projects/twhin) https://arxiv.org/abs/2202.05387

This project can be run inside a python virtualenv. We have only tried this on Linux machines and because we use torchrec it works best with an Nvidia GPU. To setup run

./images/init_venv.sh (Linux only).

The READMEs of each project contain instructions about how to run each project.