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CNCF-hosted Co-located Events Europe 2024 taking place on 19 March. This event is happening in person at Paris Expo Porte De Versailles in Paris, France.

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Tuesday, March 19 • 16:25 - 17:00
Panel: AutoML and Training Working Group Updates - Andrey Velichkevich, Apple; Yuki Iwai, CyberAgent; Johnu George, Nutanix; Amber Graner, Open Source Evangelist

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AutoML working group (WG) is responsible for all aspects of AutoML features on Kubeflow with Katib as the sub-project. Katib is a Kubernetes-native project with rich support for HyperParameter tuning, Neural Architecture Search, and Early Stopping algorithms. The speakers will share Katib's 2024 ROADMAP, which includes Katib V1 APIs graduation, support for advanced parameter distribution (e.g. uniform or log-uniform), and large language model (LLM) parameters tuning. Training WG is responsible for operating scalable distributed training jobs on Kubeflow with Training Operator and MPI-Operator as sub-projects. Training Operator is a unified service for model training on various ML frameworks like PyTorch, Tensorflow, XGBoost, and PaddlePaddle. MPI Operator makes it easy to run HPC and all-reduce training tasks on Kubernetes. The speakers will share Training Operators' 2024 ROADMAP, which includes support of LLM API via Python SDK, advanced suspend semantics, and indexed job support.

Speakers
avatar for Yuki Iwai

Yuki Iwai

Software Engineer, CyberAgent, Inc.
Yuki is a Software Engineer at CyberAgent, Inc. He works on an internal platform for machine-learning applications and high-performance computing. He is currently a maintainer of some Kubeflow WG AutoML / Training sub-projects. He is also a WG Batch member and a Kubernetes' Kueue... Read More →
avatar for Johnu George

Johnu George

Staff Engineer, Nutanix
Johnu George is a staff engineer at Nutanix with a background in distributed systems and large-scale hybrid data pipelines. He is an active in open-source and has steered several industry collaborations on projects like Kubeflow, Apache Mnemonic and Knative. His research interests... Read More →
avatar for Amber Grander

Amber Grander

Open Source Evangelist
avatar for Andrey Velichkevich

Andrey Velichkevich

Senior Software Engineer, Apple
Andrey Velichkevich is a Senior Software Engineer at Apple and is a major contributor to the Kubeflow open-source project. He is a co-chair for the AutoML and Training working groups. Andrey hosts Kubeflow community meetings for the AutoML and Training working group, organises community... Read More →


Tuesday March 19, 2024 16:25 - 17:00 CET
Level 7.3 | Room S02
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