Deploying Streamlit Applications with Azure App Services
Streamlit is an open-source app framework for Machine Learning and Data Science teams. The aim of streamlit is to help data science practitioners, who might not have much experience with…
Detecting face masks using Azure Cognitive Services
Detecting face masks using Azure Cognitive ServicesAzure Cognitive Services provide us with APIs to a number of pre-trained models across Speech, Language, Vision and Decisions. One of the Vision APIs…
Automated Deployment of Serverless Python Web APIs using Azure Functions and Azure DevOps
Automated Deployment of Serverless Python Web APIs using Azure Functions and Azure DevOpsIn this post we're going to go through the end-to-end automated deployment of a web API created in…
Unit Testing with Databricks Part 2 – Integrating PySpark Unit Testing into an Azure Pipelines CI Pipeline
Unit Testing with DatabricksPart 2 - Integrating PySpark Unit Testing into an Azure Pipelines CI PipelineThis is part 2 of 2 blog posts exploring PySpark unit testing with Databricks. In…
Unit Testing with Databricks Part 1 – PySpark Unit Testing using Databricks Connect
Unit Testing with DatabricksPart 1 - PySpark Unit Testing using Databricks ConnectOn my most recent project, I've been working with Databricks for the first time. At first I found using…
Using PySpark to Read and Flatten JSON data with an enforced schema
Using PySpark to Read and Flatten JSON data with an enforced schema In this post we're going to read a directory of JSON files and enforce a schema on load…
MLOps – Tracking Model Metrics Using Power BI
MLOps - Tracking Model Metrics Using Power BIIn the age of MLOps, where you may have automated re-training (and even maybe automated re-deployment) set up, it's so important to be…
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines – Part 7
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines In this 7-part series of posts we'll be creating a minimal, repeatable MLOps Pipeline using Azure ML and Azure…
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines – Part 6
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines In this 7-part series of posts we'll be creating a minimal, repeatable MLOps Pipeline using Azure ML and Azure…
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines – Part 5
Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines In this 7-part series of posts we'll be creating a minimal, repeatable MLOps Pipeline using Azure ML and Azure…