---
title: Media and Games
icon: game-controller
sitemapExclude: True
---

Personalized recommendations for music, movies, games, and other entertainment content are also some sort of search.
Except the query in it is not a text string, but user preferences and past experience.
And with Qdrant, user preference vectors can be updated in real-time, no need to deploy a MapReduce cluster. Read more about "[Metric Learning Recommendation System](https://arxiv.org/abs/1803.00202)"