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Train and Deploy Machine Learning Models on Kubernetes using Amazon EKS

Apache-2.0 license

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Machine Learning Frameworks on Kubernetes

This repository explains how to run different Machine Learning frameworks on Amazon EKS.

Create GPU-enabled Amazon EKS cluster with Kubeflow
Single node training for MNIST
- TensorFlow and Keras
- MXNet and Keras
Inference for MNIST
- TensorFlow Serving Component
- MXNet Model Server
TensorBoard setup
- TensorBoard on Amazon EKS
Serverless Inference
- Serverless inference on AWS Fargate

Other Notes

Jupyter Notebook on Amazon EKS
Distributed training
Inference using Imagenet
- TensorFlow on Amazon EKS

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Train and Deploy Machine Learning Models on Kubernetes using Amazon EKS

Apache-2.0 license

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