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November 12-15
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Friday, November 15
 

11:55am MST

Introduction to Distributed ML Workloads with Ray on Kubernetes - Mofi Rahman & Abdel Sghiouar, Google
Friday November 15, 2024 11:55am - 12:30pm MST
The rapidly evolving landscape of Machine Learning and Large Language Models demands efficient scalable ways to run distributed workloads to train, fine-tune and serve models. Ray is an Open Source framework that simplifies distributed machine learning, and Kubernetes streamlines deployment. In this introductory talk, we'll uncover how to combine Ray and Kubernetes for your ML projects. You will learn about: - Basic Ray concepts (actors, tasks) and their relevance to ML - Setting up a simple Ray cluster within Kubernetes - Running your first distributed ML training job
Speakers
avatar for Abdel Sghiouar

Abdel Sghiouar

Developer Relations Engineer, Google
Abdel Sghiouar is a senior Cloud Developer Advocate @Google Cloud. A co-host of the Kubernetes Podcast by Google and a CNCF Ambassador. His focused areas are GKE/Kubernetes, Service Mesh and Serverless.
avatar for Mofi Rahman

Mofi Rahman

Developer Relations Engineer, Google
Mofizur Rahman (@moficodes) is a Developer Advocate at Google. His favorite programming language these days is Go. He is a strong believer of the power of open source and importance of giving back to the community. He is a self proclaimed sticker collecting addict and has collected... Read More →
Friday November 15, 2024 11:55am - 12:30pm MST
Salt Palace | Level 2 | 255 EF
  Cloud Native Novice

4:00pm MST

Platform Engineering for Software Developers and Architects - Daniel Bryant, Syntasso
Friday November 15, 2024 4:00pm - 4:35pm MST
Building on my KubeCon EU 2022 talk, "From Kubernetes to PaaS to... err, what's next", I'll introduce the topic of platform engineering through the lens of a software developer and architect. My primary goal is for developers to understand "what good looks like" with a successful platform build and help them understand how a platform can influence the SDLC (for better or worse!) Key takeaways from the session: - Explore how platform architecture influences software architecture and vice versa - Learn why the principles of coupling and cohesion apply to platform components (and configuration) in the same way as they do with software components - Understand what to expect from an effective platform, including how applications are built, shipped, and run - Learn about key platform metrics grounded in developer experience frameworks such as DORA, SPACE, and DevEx
Speakers
avatar for Daniel Bryant

Daniel Bryant

Platform Engineer & Head of Product Marketing, Syntasso
Daniel Bryant is the head of product marketing at Syntasso. His technical expertise focuses on ‘DevOps’ tooling, cloud/container platforms, and microservice implementations. Daniel is a long-time coder, platform engineer, and Java Champion. He also writes for InfoQ, O’Reilly... Read More →
Friday November 15, 2024 4:00pm - 4:35pm MST
Salt Palace | Level 2 | 251
  Cloud Native Novice
 

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