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cloudguruchallenge-2020-10's Introduction

cloudguruchallenge-2020-10

See the background details here: https://acloudguru.com/blog/engineering/cloudguruchallenge-machine-learning-on-aws

Basic steps to create the whole stack:

  • Deploy /infra/01_s3-bucket.yaml stack
  • Run the /app/dataloader and app/recommender function deployment scripts
  • change the bucket name and change sagemaker execution role arn in /app/modelcreation/imdb_data_analyse.ipynb
  • Run the Jupyter notebook /app/modelcreation/imdb_data_analyse.ipynb
  • Deploy /infra/02_core-app-infrastructure.yaml stack
  • Run the MovieDataLoader function (invoke manually)
  • Deploy /infra/03_recommender-api.yaml stack
  • Deploy /infra/04_s3-site-and-cdn.yaml stack
  • Build the React website /app/site/moviesfinder
  • Deploy website to s3 bucket (created in /infra/04_s3-site-and-cdn.yaml stack)
  • Invalidate CDN (if needed)

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