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Posts by Andrey Velichkevich

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#kubecon #cloudnativecon | Andrey Velichkevich Kubeflow SDK 0.4 is now generally available ๐ŸŽ‰ pip install -U kubeflow This release is a big step toward a vision weโ€™ve been working on: a unified Python SDK for running any AI workload at any scale ...

Kubeflow SDK 0.4 is GA๐Ÿš€
pip install -U kubeflow

SparkClient + ModelRegistryClient move us toward a unified Python SDK for the full AI lifecycleโ€“hiding Kubernetes complexity so you can focus on building AI apps:
data -> training -> optimization -> models

www.linkedin.com/posts/andrey...

4 weeks ago 1 0 0 0
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#kubecon #cloudnativecon | Andrey Velichkevich Kubeflow Trainer v2.2 is here ๐Ÿš€ This release marks a major milestone for Cloud Native AI โ€“ expanding framework support, improving observability, and pushing deeper into HPC workloads. ๐Ÿ“Š Training Pro...

Kubeflow Trainer v2.2 is here โ€“ a huge milestone towards Cloud Native AI workloads ๐Ÿš€

Support for JAX and XGBoost, built-in callbacks via #HuggingFace Transformers, and Flux integration for HPC + MPI. For a deeper dive, stop by the Kubeflow booth at #KubeCon + #CloudNativeCon EU!

t.co/1IYq6rcdUz

4 weeks ago 0 1 0 1
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How we built a 130,000-node GKE cluster | Google Cloud Blog Learn about the architectural innovations we used to build a 130,000-node Kubernetes cluster, and the trends driving demand for these environments.

JobSet scaling to 130,000 Pods across 130,000 Nodes โ€“ sustaining 1,000 Pods/sec.
Incredible to see #Kubernetes pushed to this level of performance ๐Ÿš€
cloud.google.com/blog/product...

5 months ago 2 0 0 0
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#gb200 #gsoc #gsoc | Andrey Velichkevich We have exciting news just in time of KubeCon + CloudNativeCon โ€“ Kubeflow Trainer v2.1.0 is available! This release brings powerful new features, performance boosts, and enhanced flexibility for large...

Kubeflow Trainer v2.1.0 is released!
โšก๏ธ Stream in-memory tabular data to GPUs from distributed cache with zero-copy transfer
๐Ÿ”ฅ Fine-tune LLMs on #Kubernetes with MLX on CUDA โ€“ now easier than ever!
๐Ÿง  Topology Aware Scheduling with #Kueue or #Volcano โ€“ essential for GB200
bit.ly/4qO8iM1

5 months ago 1 0 0 0
Democratizing AI Model Training on Kubernetes: Introducing Kubeflow Trainer V2 Running machine learning workloads on Kubernetes can be challenging. Distributed training and LLMs fine-tuning, in particular, involves managing multiple nodes, GPUs, large datasets, and fault toleran...

Kubeflow Trainer 2.0 is here ๐Ÿš€
Built in collaboration with the #Kubernetes & #Kubeflow communities to make scalable AI model training easier than ever - with a Python SDK, resilient @pytorch.org support, LLM fine-tuning, gang scheduling, MPI runtimes & more.
blog.kubeflow.org/trainer/intro/

9 months ago 2 0 0 0
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KubeCon + CloudNativeCon Europe 2025: From High Performance Computing To AI Wo... View more about this event at KubeCon + CloudNativeCon Europe 2025

Want to see how we've made it super easy to perform distributed training for ML frameworks like MLX and DeepSpeed on #Kubernetes? Check out our talk tomorrow at 2pm: From High Performance Computing To AI Workloads on Kubernetes: MPI Runtime in Kubeflow TrainJob
sched.co/1tx9k

1 year ago 0 0 0 0
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This #KubeCon + #CloudNativeCon 2025 in London promises to be an inspiring and insightful event.
Donโ€™t miss these sessions to discover how weโ€™re pushing the boundaries of innovation in Cloud Native AI/ML and #GenAI ๐Ÿš€
sched.co/1tx9k
sched.co/1tcz0
sched.co/1u5fl
sched.co/1u5ii

1 year ago 1 0 0 0
[PROPOSAL] Kubeflow Python SDK

๐Ÿš€ New Kubeflow Python SDK Proposal! ๐Ÿš€

We're working on a Kubeflow Python SDK to improve the user experience for data scientists & ML engineers.

More information can be found at: groups.google.com/g/kubeflow-d...

We need your feedback!

#Kubeflow #AI #ML #PythonSDK

1 year ago 2 2 0 0
Lightning Talk: Enhancing Hyperparameter Optimization with Advanced Parameter... - Shashank Mittal
Lightning Talk: Enhancing Hyperparameter Optimization with Advanced Parameter... - Shashank Mittal YouTube video by CNCF [Cloud Native Computing Foundation]

Truly inspiring to see a student I mentored during GSoC 2024 presenting at #KubeCon + #CloudNativeCon ๐ŸŽ‰

Kubeflow is a fantastic opportunity for anyone looking to shape the future of AI and cloud native LLMOps - donโ€™t miss out!
youtu.be/4myE0DPp6Ko

1 year ago 1 0 0 0
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KubeCon + CloudNativeCon Europe 2025: From High Performance Computing To AI Wo... View more about this event at KubeCon + CloudNativeCon Europe 2025

Excited to introduce the new MPI Runtime in Kubeflow Trainer V2 at #KubeCon + #CloudNativeCon Europe.

We will showcase how it empowers ML frameworks like MLX, DeepSpeed, and NVIDIA NeMo to streamline distributed AI model development on #Kubernetes๐Ÿš€

sched.co/1tx9k

#AIML #HPC @cncf.bsky.social

1 year ago 1 0 0 0
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Welcome to Our New Kubeflow Steering Committee Members

๐Ÿš€ Exciting news from the Kubeflow community!

Welcome Francisco Javier Arceo & Julius von Kohout to the Kubeflow Steering Committee! ๐ŸŽ‰ Huge thanks to Mathew Wicks, Josh Bottum, & James Wu for their leadership & dedication. More information: groups.google.com/g/kubeflow-d...
#Kubeflow #OpenSource #AI

1 year ago 2 2 0 0
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It is incredible to see what our team has accomplished externally over the past year. I am super proud to be part of this journey. More things to come in 2025!

๐Ÿ—ฃ๏ธPublic talks: lnkd.in/ebbEUU8X

๐ŸŒŸ Leadership: lnkd.in/ew6GXcex

๐Ÿ’ป OSS Contributions: lnkd.in/ei2j2wrk

1 year ago 0 0 0 0
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Kubeflow Summit | LF Events Kubeflow is the MLOps platform of choice, used across the globe, by data scientists and machine learning engineers to develop and deploy models. It is a cloud-native application designed to run AI atโ€ฆ

I am excited to join the Program Committee for Kubeflow Summit, co-located with #KubeCon + #CloudNativeCon in London 2025, alongside @akgraner.bsky.social.
Have a story to share about #Kubeflow ecosystem and Cloud Native AI/ML? CFP is open by December 4th ๐Ÿš€

bit.ly/4ib9S6a

1 year ago 4 0 0 0
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KubeCon + CloudNativeCon Europe | LF Events The Cloud Native Computing Foundationโ€™s flagship conference gathers adopters and technologists from leading open source and cloud native communities.

๐Ÿ“ˆ #KubeCon #CloudNativeCon Londonโ€™s CFP hit record breaking with 2800+ submissions! This compares to 2541 for Paris, an 10%+ increase... may the odds be in everyone's favor for what looks to be a record breaking event! (book hotels early!) events.linuxfoundation.org/kubecon-clou...

1 year ago 45 16 1 3
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Kubeflow Updates 2024 Kubeflow Updates 2024

I shared the #Kubeflow 2024 highlights and future roadmap at the latest #CNCF WG AI meeting. The Kubeflow community has made incredible progress this year, driving the future of cloud native AI/ML on Kubernetes ๐Ÿš€

Watch the recording: youtu.be/u4Mf3Jh8v2E?...
View the slides: bit.ly/4fEql19

1 year ago 6 1 0 0

This marks a significant milestone for the Kubeflow Community. Stay tuned for details on our upcoming Kubeflow Steering Committee Election 2024!

1 year ago 2 0 0 0
Democratizing AI Model Training on Kubernetes with Kubeflow Train... Andrey Velichkevich & Yuki Iwai
Democratizing AI Model Training on Kubernetes with Kubeflow Train... Andrey Velichkevich & Yuki Iwai YouTube video by CNCF [Cloud Native Computing Foundation]

If you missed our session announcing the Kubeflow Training V2 at the #KubeCon + #CloudNativeCon NA, check out the recording. We showcased how weโ€™ve made it effortless to fine-tune and train LLMs on Kubernetes.
More to come soon!๐Ÿš€
youtu.be/Lgy4ir1AhYw

1 year ago 8 2 0 0
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CNCF Technology Landscape Radar The Q3 2024 CNCF Technology Landscape Radar examines the adoption and maturity of critical cloud native technologies โ€“ providing detailed insights into multicluster application management solutionsโ€ฆ

Amazing article from the @cncf.bsky.social!
They asked professional developers about the usefulness of Batch and AI/ML compute technologies. It's great to see that more teams are adopting projects from the #Kubeflow ecosystem.
www.cncf.io/reports/cncf...

1 year ago 2 1 0 0
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KubeCon + CloudNativeCon North America 2024: Democratizing AI Model Training on Kuber... View more about this event at KubeCon + CloudNativeCon North America 2024

I am super excited to present our latest updates on the Kubeflow Training V2 at the #KubeCon + #CloudNativeCon NA on November 14th ๐ŸŽ‰
This milestone is the result of an incredible collaboration between the #Kubernetes Batch and #Kubeflow Training working groups. Don't miss it!
sched.co/1i7nV

1 year ago 0 0 0 0

Hi there, let's go back to 2010 ๐Ÿ‘‹

1 year ago 1 0 0 0