PipelineAI Kubeflow Distribution

A guideline for building practical production-level deep learning systems to be deployed in real world applications.

A CLI for Kubeflow.

👩‍🔬 Train and Serve TensorFlow Models at Scale with Kubernetes and Kubeflow on Azure

Kubeflow’s superfood for Data Scientists

Kubernetes Operator for Allreduce-style Distributed Training

Example for end-to-end machine learning on Kubernetes using Kubeflow and Seldon Core

Train and Deploy Machine Learning Models on Kubernetes using Amazon EKS

Helmut Hoffer von Ankershoffen experimenting with arm64 based NVIDIA Jetson (Nano and AGX Xavier) edge devices running Kubernetes (K8s) for machine learning (ML) including Jupyter Notebooks, TensorFlow Training and TensorFlow Serving using CUDA for smart IoT.

Information about the Kubeflow community including proposals and governance information.

A Tutorial for Serving Tensorflow Models using Kubernetes

Repository to hold code, instructions, demos and pointers to presentation assets for Kubeflow Dojo

❄️ 🐳 Awesome tools and libs for AI, Deep Learning, Machine Learning, Computer Vision, Data Science, Data Analytics and Cognitive Computing that are baked in the oven to be Native on Kubernetes and Docker with Python, R, Scala, Java, C#, Go, Julia, C++ etc

Code for polyaxon tutorials and examples

Kernel for Kubeflow in Jupyter Notebook

🎱 A demonstration of existing machine learning toolkits on Kubernetes

ML-Powered Developer Tools, using Kubeflow

Kubeflow Pipeline with Tekton backend. Enables SDK functionalities (Compile, Upload, Launch) and KFP UI with execution and artifact tracking

A guideline for basic use and installation of kubeflow in AWS.

👩‍🔬[Experimental] Easily train and serve ML models on Kubernetes, directly from your python code.

The blog post about Kubeflow, including all materials

CartPole game by Reinforcement Learning, a journey from training to inference

Kubeflow example of machine learning/model serving

JupyterLab extension to provide a Kubeflow specific left area for Notebooks deployment

A collection of container tutorials that gets you on-boarded to CONTAINER WORLD!

Cloud Native ML/DL Platform

Charmed Kubeflow

主要是记录从头开始搭建k8s集群，以及使用k8s来进行开发的过程。

Kubeflow for Poets: A Guide to Containerization of the Machine Learning Production Pipeline