CSE Developer Blog

Detecting “Action” and “Cut” in Archival Footage Using a Multi-model Computer Vision and Audio Approach with Azure Cognitive Services
Detecting “Action” and “Cut” in Archival Footage Using a Multi-model Computer Vision and Audio Approach with Azure Cognitive Services
Movies and TV shows require multiple takes per scene and may have a substantial amount of archival footage as a result. Here, we use Azure Cognitive Services and custom code to develop a multi-model Machine Learning (ML) solution to automatically detect discardable footage to save media companies manual archiving hours and storage space.
Using Azure Cognitive Services to Analyse Evidence in Public Safety and Justice
Using Azure Cognitive Services to Analyse Evidence in Public Safety and Justice
A scenario commonly encountered in public safety and justice is the need to collect and index digital data recovered from devices, so that investigating officers can perform evidence-based analysis. We recently built an advanced evidence analysis platform that uses Azure AI services for automated labelling of media and documents.
Unit Testing Azure DevOps UI Extensions
Unit Testing Azure DevOps UI Extensions
Mocking cloud service dependencies in modern applications is essential for independent unit testing. We show how to mock all relevant parts of the Azure DevOps Extension SDK, Azure DevOps Extension API as well as other external APIs to create meaningful unit tests for Azure DevOps UI Extensions and reach full code coverage.
Evaluation Framework for Information Extraction
Evaluation Framework for Information Extraction
In this blog post we cover the process, requirements, and the design of an evaluation framework for NLP and Information Extraction. We cover the reasoning behind such a framework, and discuss its implementation with examples from a Named Entity Recognition evaluation point of view.
Building A Clinical Data Drift Monitoring System With Azure DevOps, Azure Databricks, And MLflow
Building A Clinical Data Drift Monitoring System With Azure DevOps, Azure Databricks, And MLflow
Hospitals around the world regularly work towards improving the health of their patients as well as ensuring there are enough resources available for patients awaiting care. During these unprecedented times with the COVID-19 pandemic, Intensive Care Units are having to make difficult decisions at a greater frequency to optimize patient health ...