ds/dx - a data science & ml engineering blog

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2021

Jul 20

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

2020

Aug 13

Speeding up a sklearn model pipeline to serve single predictions with very low latency

sklearn speedup tuning performance service endpoint predictions pipeline transformers optimization

2019

Dec 15

Writing your own sklearn transformer: DataFrames, feature scaling and ColumnTransformer (writing your own sklearn functions, part 2)

sklearn transformer columntransformer dataframes features scaling pipeline pandas numpy

Dec 8

Using a Keras model in combination with sklearn preprocessing, pipelines, grid search and cross-validation

keras sklearn gridsearch pipeline preprocessing