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Introducing DirectML: How to Move Machine Learning from Research into Production (Presented by Microsoft)

Kevin Cogger  (Sr. Software Engineer, Team Xbox, Microsoft)

Adrian Tsai  (Sr. Software Engineer, Silicon Graphics & Media, Microsoft)

Location: Room 2009, West Hall

Date: Thursday, March 21

Time: 4:00pm - 5:00pm

Pass Type: All Access, GDC Conference + Summits, GDC Conference, GDC Summits, Expo Plus, Audio Conference + Tutorial, Indie Games Summit - Get your pass now!

Topic: Programming

Format: Sponsored Session

Vault Recording: Not Recorded

Audience Level: Advanced

**GDC Announcement**
Innovation with machine learning in gaming creates a demand for real-time inferencing, capable of integrating well with high performance applications. Do you have a machine learning model? Do you need machine learning for your rendering workloads, tooling, game engine or content pipeline?

This 401-level session will cover DirectML, a fast and powerful DirectX library that meets game developers' needs by providing hardware-accelerated operators to take your neural networks from research to production. For this demo we will show how to achieve super-resolution with a DirectML engine plug-in and bring our collaborators on stage to walk through examples of using DirectML to power their machine learning workloads.


- This talk is about giving the developers already working on ML, to get the tools they need to move into production.
- DirectML unlocks the power of the GPU for developers, with one recent example with a graphics application.

Intended Audience

- Developers already working in ML with a working learning model.
- Developers interested in looking ahead a couple of steps for how Microsoft and its partners are making ML work in games.