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Xgboost-PyTorch Models on MNIST with K8s SageMaker Operators

Jupyter Notebook 92.96% Python 5.71% HTML 1.32%
pytorch mnist-nn xgboost-algorithm sagemaker-pytorch sagemaker-xgboost aws-deployment-framework aws-sagemaker

sagemaker-mnist's Introduction

Sentiment-Analysis-WebApp

A Neural Network (CNN) that uses a web app to enter image and provides feedback whether the image is certain label. The whole point of this project was to demonstrate the use of AWS Sagemaker, Sagemaker Operators for Kubernetes to orchestrate and trigger the model through an endpoint so that the web app can transmit the text, run the model, and get the result. Detailed contents in Amazon Sagemaker Operator provide basic usage and Yaml example files for using this Sagemaker operators to connect AWS Sagemaker and EKS deployed Kubernestes Cluster which hosts frontend React App receiving reviews to send to RNN ML model hosted in Sagemaker.

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