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Kubeflow

The Machine Learning Toolkit for Kubernetes (AI)

GSoC Participation History

Technologies

Topics

Past Projects

Project 7: GPU Testing for LLM Blueprints

This project aims to use self-hosted runners to run GPU-intensive tasks like LLM blueprint or (planned) AI Playground. The necessary infra is...

☸️ kubernetes
Topics:aiui

Project 5: JupyterLab Plugin for Kubeflow

This project addresses the issue of fragmented tools within the Kubeflow ecosystem, specifically Elyra, Kale, and Jupyter Scheduler, which...

⚛️ react🐍 python🔷 typescript
Topics:mlai

Project3: Istio CNI and Ambient Mesh for Secure Kubeflow Deployments

This project aims to enhance Kubeflow's security posture by implementing Istio CNI by default and providing an optional Ambient Mesh configuration....

Topics:ai
advanced

Batch Processing Gateway Integration

Jupyter Notebooks provide a powerful, interactive environment widely used by data scientists and ML engineers for exploratory analysis,...

☸️ kubernetes
Topics:mlcloud

Project 2: Kserve Models Web App

The KServe Models Web App is a crucial front-end interface for managing ML models deployed through KServe, a core component of Kubeflow. However, the...

Topics:webmlaiui

Project 1: Kubeflow Platform Enhancements

This project aims to enhance Kubeflow’s infrastructure by productionizing the SeaweedFS proof of concept as a secure alternative to MinIO, improving...

☸️ kubernetes
Topics:mlai
advanced

Deploying Kubeflow with Helm

The proposed project aims to bridge a critical gap in the Kubeflow ecosystem by introducing robust Helm-based deployment support. While Kustomize has...

☸️ kubernetes
Topics:aicloud
advanced

Project 8: Support JAX and TensorFlow Training Runtimes

This project implements key components of KEP-2170, introducing the Kubeflow Training V2 API. Specifically, it focuses on creating the...

☸️ kubernetes
Topics:apimlaicloud

Project 12: Empowering Kubeflow Documentation with LLMs

refer notion site for better view :...

Topics:webapiaiuifrontend

Project 10: Support Volcano Scheduler in Kubeflow Trainer

This document outlines a proposal to support Volcano for gang-scheduling in Kubeflow Trainer, so as to provide users with more AI-specific scheduling...

Topics:mlai

Project 11: Support Postgres for Kubeflow Pipelines Backend

Kubeflow Pipelines (KFP) currently only supports MySQL/MariaDB databases, creating a significant limitation for many organizations that standardize...

Topics:apimlaidatabaseui

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Kubeflow | GSoC Org Profile & Stats - Learn about Kubeflow's involvement in Google Summer of Code (GSoC), their technologies, detailed reports.

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python dominates with primary adoption

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