> Markdown version of [/videos/944-building-the-platform-for-providing-ml-predictions-based-on-real-time-player-activity?t=159](https://www.wearedevelopers.com/videos/944-building-the-platform-for-providing-ml-predictions-based-on-real-time-player-activity?t=159). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

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# Building the platform for providing ML predictions based on real-time player activity

How do you process millions of telemetry events to personalize gameplay in under 500 milliseconds? Explore Phoenix Games' decoupled, fault-tolerant machine learning architecture on AWS.

- **Speakers:** [Artem Volk](https://www.wearedevelopers.com/@artem-volk), [Fabian Zillgens](https://www.wearedevelopers.com/@fabian-zillgens)
- **Event:** World Congress 2024
- **Published:** August 20, 2024
- **Duration:** 30:57
- **URL:** https://www.wearedevelopers.com/videos/944-building-the-platform-for-providing-ml-predictions-based-on-real-time-player-activity
- **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/0d20842810c2571f6b6b3a9d08d22f9d/thumbnails/thumbnail.jpg?time=91535ms

## Access

Playback and chapters for this video are available with a Free account.

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