# Non ml ray uses

**URL:** <https://discuss.ray.io/t/non-ml-ray-uses/562>\
**Category:** Ray Core\
**Created:** [January 24, 2021, 10:12am UTC](https://discuss.ray.io/t/non-ml-ray-uses/562 "2021-01-24T10:12:44Z")\
**Posts on this page:** 1\
**Showing post:** 2

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**Author:** ![rkn](https://sea2.discourse-cdn.com/flex020/user_avatar/discuss.ray.io/rkn/32/8_2.png) [@rkn](https://discuss.ray.io/u/rkn)\
**Post date:** [January 25, 2021, 6:20am UTC](https://discuss.ray.io/t/non-ml-ray-uses/562/2 "2021-01-25T06:20:27Z")

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Great question!

You can certainly build web apps, for example, see

- [Using Ray to build web apps](https://discuss.ray.io/t/using-ray-to-build-web-apps/173)
- [Building a Python Web Service with Ray - Philipp Moritz, Anyscale - YouTube](https://www.youtube.com/watch?v=A1dB-4FdFgQ&list=PLzTswPQNepXlr2L75tZt7l8tyVZkO-RVt&index=29)

Here are a good talk on how Ant Financial uses Ray to build a fusion engine performing a wide range of compute tasks (e.g., streaming, graph, batch, ML, etc workloads)

- [Keynote: Building a Fusion Engine with Ray - Dr. Charles He, Chief Architect of Storage and Compute - YouTube](https://www.youtube.com/watch?v=Wwv9YNlXx0Q&list=PLzTswPQNepXlr2L75tZt7l8tyVZkO-RVt&index=2)
- [Using Ray On Large-scale Applications at Ant Group - Jiaying Zhou, Ant Group - YouTube](https://www.youtube.com/watch?v=DN7Kg2gXn0k&list=PLzTswPQNepXlr2L75tZt7l8tyVZkO-RVt&index=31)

Some production use cases involving ML-based applications.

- [AI In Production Key Challenges and Use Cases - Jonathan Berte Robovision - YouTube](https://www.youtube.com/watch?v=jLHs3N2sdVg&list=PLzTswPQNepXlr2L75tZt7l8tyVZkO-RVt&index=10)
- [Dask-on-Ray: Using Dask and Ray to Analyze Petabytes of Remote Sensing Data - Clark Zinzow - YouTube](https://www.youtube.com/watch?v=kZCmqnBrUp4&list=PLzTswPQNepXlr2L75tZt7l8tyVZkO-RVt&index=5)

Note that many of these applications involve ML in some form, often integrated into broader application logic.

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