twitter/the-algorithm-ml

Source code for Twitter's Recommendation Algorithm

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Python

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Jul 10, 2024

updated

blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

README

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

Currently these are:

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

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