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2 changes: 1 addition & 1 deletion content/en/docs/components/katib/_index.md
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title = "Katib"
description = "Documentation for Kubeflow Katib"
description = "Kubernetes-Native Automated Machine Learning (AutoML)"
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Suggested change
description = "Kubernetes-Native Automated Machine Learning (AutoML)"
description = "Hyperparameter tuning and neural architecture search tool"

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I prefer if we call Katib, tool for AutoML on Kubernetes.

weight = 70
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2 changes: 1 addition & 1 deletion content/en/docs/components/model-registry/_index.md
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title = "Model Registry"
description = "Documentation for Kubeflow Model Registry"
description = "Single pane of glass to index and manage Models and ML artifacts metadata"
weight = 70
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2 changes: 1 addition & 1 deletion content/en/docs/components/notebooks/_index.md
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title = "Kubeflow Notebooks"
description = "Documentation for Kubeflow Notebooks"
description = "Running Development Environments Inside Kubernetes Clusters"
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description = "Running Development Environments Inside Kubernetes Clusters"
description = "Interactive environments for data exploration and model development"

weight = 10
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2 changes: 1 addition & 1 deletion content/en/docs/components/pipelines/_index.md
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title = "Kubeflow Pipelines"
description = "Documentation for Kubeflow Pipelines."
description = "Building and Deploying Scalable ML Workflows in Docker Containers"
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Suggested change
description = "Building and Deploying Scalable ML Workflows in Docker Containers"
description = "Platform for building and deploying ML workflows using containers"

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We should not call Kubeflow Pipeline a platform, since "Kubeflow is a collection of tools", and KFP is just one tool from Kubeflow Foundation.

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We also use OCI instead of docker.

weight = 15
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2 changes: 1 addition & 1 deletion content/en/docs/components/spark-operator/_index.md
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title: Spark Operator
description: Documentation for Spark Operator
description: "Kubernetes Operator for Apache Spark Application Management"
weight: 70
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2 changes: 1 addition & 1 deletion content/en/docs/components/trainer/_index.md
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title = "Kubeflow Trainer"
description = "Documentation for Kubeflow Trainer"
description = "Kubernetes-Native LLM Fine-Tuning and Distributed ML Trainings"
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Suggested change
description = "Kubernetes-Native LLM Fine-Tuning and Distributed ML Trainings"
description = "Distributed training toolkit for machine learning models"

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I like that we call it Kubernetes-native tool for fine-tuning LLMs and model distributed training.

weight = 20
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