~/talks

Andrey Velichkevich

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titleconferencedate
Streamline LLM Fine-tuning on Kubernetes With Kubeflow LLM TrainerKubeflow Summit NA 20252025-11-10
Kubeflow LLM Trainer provides a Kubernetes-native fine-tuning pipeline that hides YAML and Docker chores behind TrainingRuntime CRD and lightweight TrainJob…
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Closing RemarksKubeflow Summit Europe 20252025-04-01
Agenda highlights on the main KubeCon stage include Kubeflow Trainer API v2 details and maintenance-track updates, an active booth that needs volunteers —…
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Welcome + Opening RemarksKubeflow Summit Europe 20252025-04-01
Kubeflow claims to be a Kubernetes-native AI/ML platform that is portable to any certified Kubernetes distribution and already covers the full ML lifecycle…
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Engaging the Kubeflow Community: Building an Enterprise-Ready AI/ML PlatformCloud Native + Kubernetes AI Day Europe 20252025-04-01
Kubeflow now stitches operators and tools like Knative, Istio, KServe, the Trainer operator, KFP pipelines, model-registry and Spark operator into a composable…
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From High Performance Computing To AI Workloads on Kubernetes: MPI Runtime in Kubeflow TrainJobKubeCon + CloudNativeCon Europe 20252025-04-01
Kubeflow TrainJob integrates an MPI runtime that runs MLX and DeepSpeed workloads on Kubernetes, exposing a Python Qflow SDK so data scientists call one…
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Kubeflow Ecosystem: What’s Next for Cloud Native AI/ML and LLMOpsKubeCon + CloudNativeCon Europe 20252025-04-01
Kubeflow announces the 1.0 release and stitches concrete LLMOps pieces: a donated Spark Operator now in the ecosystem with a benchmark of 60,000 Spark apps…
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AutoML & Training Working Group UpdatesKubeflow Summit Europe 20242024-03-19
Roadmap items: Katib targets V1 API graduation, advanced parameter distributions like log-uniform, and native LLM hyperparameter tuning; Training Operator adds…
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Managing Thousands of Automatic Machine Learning Experiments with...ArgoCon 20222022-09-19
Katib plus Argo Workflows runs hyperparameter tuning where each trial can spawn a full Argo workflow, letting preprocessing be cached and skipped via Argo…
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Building AutoML Pipelines With Argo Workflows and KatibKubernetes AI Day Europe 20222022-05-16
Shows a concrete Katib+Argo setup that runs each Katib trial as an Argo Workflow, with the trial template carrying a full Argo YAML, the metrics collector…
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Case Study: Developing and Scaling Kubeflow’s Web AppsKubernetes AI Day North America 20212021-10-12
Kubeflow maintains at least five web apps (Notebooks, PVCs, Tensorboards, Models, AutoML experiments) that perform CRUD on K8s objects and scale by adding…
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