Cómo desplegar redes neuronales en AKS con hardware CUDA

Spanish Advanced DATA & AI

Kubernetes es la plataforma ideal para desplegar modelos deeplearning. Nos permite escalar nuestas redes en multiples pods y nodos, añadir soporte para hardware específico facilmente y además poder utilizar cualquier nube ya sea de forma pública o privada para nuestros modelos. En esta sesión vamos a ver cómo podemos montar nuestros propios contenedores con FastAPI, desplegarlos en nuestro propio cluster, cómo consumirlos y cómo preparar nuestra propia infraestructura para producción.


Enrique Catalá Bañuls

Microsoft Data Platform MVP | Data & AI technical lead at @VerneGroup

Microsoft Data Platform MVP, Computer Engineer, Certified Kubernetes Administrator, Microsoft Certified Trainer. Working as Data & AI technical leader for @VerneGroup with focus on Data Platform scalability , performance and High availability environments. https://mvp.microsoft.com/en-us/PublicProfile/5000312

Code of Conduct

We seek to provide a respectful, friendly, professional experience for everyone, regardless of gender, sexual orientation, physical appearance, disability, age, race or religion. We do not tolerate any behavior that is harassing or degrading to any individual, in any form. The Code of Conduct will be enforced.

Who does this Code of Conduct apply to?

All live stream organizers using the Global Azure brand and Global Azure speakers are responsible for knowing and abiding by these standards. Each speaker who wishes to submit through our Call for Presentations needs to read and accept the Code of Conduct. We encourage every organizer and attendee to assist in creating a welcoming and safe environment. Live stream organizers are required to inform and enforce the Code of Conduct if they accept community content to their stream.

Where can I get help?

If you are being harassed, notice that someone else is being harassed, or have any other concerns, report it. Please report any concerns, suspicious or disruptive activity or behavior directly to any of the live stream organizers, or directly to the Global Azure admins at team@globalazure.net. All reports to the Global admin team will remain confidential.

Code of Conduct for local live streams

We expect local organizers to set up and enforce a Code of Conduct for all Global Azure live stream.

A good template can be found at https://confcodeofconduct.com/, including internationalized versions at https://github.com/confcodeofconduct/confcodeofconduct.com. An excellent version of a Code of Conduct, not a template, is built by the DDD Europe conference at https://dddeurope.com/2020/coc/.