ds/dx - a data science & ml engineering blog

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2023

Scheduling a Google Cloud Function to periodically backup your personal Spotify Discover Weekly playlist
serverless gcp cloud function cloud run cloud scheduler python spotify spotipy terraform cloud infrastructure

2021

Using Terraform to build a serverless Airflow via Amazon Managed Workflows and automatic DAG sync using GitHub Actions
airflow mwaa terraform gcp serverless workflows pipeline dag apache github actions cloud
Building a serverless, containerized batch prediction model using Google Cloud Run, Pub/Sub, Cloud Storage and Terraform
model containerized machine learning gcp cloud run cloud storage pub-sub terraform prediction batch-prediction serverless cloud
Building a serverless, containerized machine learning model API using AWS Lambda & API Gateway and Terraform
model deployment containerized machine learning api aws lambda api gateway terraform prediction inference serverless s3 cloud

2020

Managing cloud infrastructure in code with Terraform: spawning your own jupyterhub instance on AWS with mounted S3 bucket
terraform aws jupyterhub s3 cloud ec2 tljh