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Johnu George

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KServe in Production: Scaling Generative Inference the Cloud Native WayKubeCon + CloudNativeCon India 20262026-06-18
KServe presents a Kubernetes-native inference platform with concrete production features: distributed inference via tensor+pipeline parallelism (example: split…
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Cloud Native GenAI Using KServe and OPEAKubeCon + CloudNativeCon India 20252025-08-06
Shows a working pipeline that combines KServe and OPEA: Helm installs a doc‑summarization app plus a single VLM, Grafana dashboards report latency, token…
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Bridging Big Data and Machine Learning Ecosystems: A Cloud Native Approac...KubeCon + CloudNativeCon India 20252025-08-06
Claims a working cloud‑native pipeline that removes Parquet serialization overhead by converting Iceberg/Parquet on S3 into in‑memory Arrow record batches…
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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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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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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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Hyperparameter Tuning Using KubeflowKubeCon + CloudNativeCon China 20192019-06-24
Kubeflow’s Katib is a Kubernetes-native hyperparameter tuner and NAS engine that runs experiments as CRDs, spawns trials as containerized jobs, and stores…
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