PinnedDataFairyinTowards Data EngineeringThe ultimate guide to Managed Airflow on Azure Data FactoryA guide on how to run Airflow in Azure Data Factory, use Git Sync and work with custom environments and private Python packages.Oct 12, 20232Oct 12, 20232
PinnedDataFairyCreating a MLOPS pipeline with Azure Machine Learning ServiceIn the previous articles we looked at the code needed to prepare data and train a machine learning model in Azure ML. In this article I…Sep 21, 20231Sep 21, 20231
PinnedDataFairyMLOPS and Azure Machine Learning ServiceIntroduction to MLOPS and Azure Machine Learning Service. Azure ML components can be used to deploy data science models into production by…Sep 7, 2023Sep 7, 2023
PinnedDataFairyDeploying Azure Static Web Apps with Azure DevOps using environments and reviewersHow to use reviewers in Azure DevOps and deploy a web app to staging and production environments with the option of rollbacks.Aug 17, 20231Aug 17, 20231
PinnedDataFairyTerraform and Azure DevOpsHow to deploy your Terraform infrastructure code with Azure DevOps tasks using a service principal.Aug 13, 2023Aug 13, 2023
DataFairyContainer image security: How to find vulnerabilities and fix themVulnerabilities in container images are not only hidden security risks but can also pose a challenge when you want to fix them. In this…Jun 27Jun 27
DataFairyinTowards DevCodium AI — Writing Python tests with an AI assistant — Part 1CodiumAI is a tool to help you write Python tests by generating them with the click of a button. In this article I walk you through my…Jan 13Jan 13
DataFairyinTowards Data EngineeringRe-creating an AWS inference architecture based on Sagemaker and Airflow in AzureHow I copied an AWS MLOPS architecture and transformed it to work in Azure using Airflow and Azure ML.Dec 11, 2023Dec 11, 2023
DataFairyinTowards Data EngineeringCalling an Azure ML endpoint using Apache Airflow and the Azure ML provider packageHow to score your Machine Learning model that is deployed to an Azure ML endpoint using Apache Airflow and an Azure ML job.Nov 30, 2023Nov 30, 2023