Not testing ML pipelines
The Critical Importance of Testing Machine Learning Pipelines In the rapidly evolving field of machine learning (ML), the development of robust and reliable pipelines is paramount. These pipelines encompass the….
Tag: Continuous Deployment
Failing to version datasets and models
Understanding the Importance of Versioning Datasets and Models in Machine Learning In the realm of machine learning (ML), the practice of versioning datasets and models is paramount to ensuring reproducibility,….
Training models in production environments
iturn0image0turn0image3turn0image4turn0image5Training machine learning (ML) models in production environments is a complex and multifaceted process that requires careful planning, execution, and continuous monitoring. This comprehensive guide delves into each step involved….
CI/CD pipeline for Power Pages using GitHub Actions
Modern application development demands agility, repeatability, and automation. When working with Power Pages (formerly PowerApps Portals), a CI/CD (Continuous Integration/Continuous Deployment) pipeline ensures consistent, automated deployments across development, test, and….
Relying solely on unit tests
Absolutely! Here’s a comprehensive and detailed explanation on the topic: Relying Solely on Unit Tests: A Deep Dive into the Risks, Implications, and Best Practices Introduction Unit testing is a….
ALM for Power Pages using Azure DevOps
Application Lifecycle Management (ALM) for Power Pages involves managing the end-to-end lifecycle of your portal solutions, from development to deployment. Using Azure DevOps, an integrated set of development tools, can….
Oversized container images
Sure! Here’s a comprehensive guide on the topic of “Oversized Container Images,” elaborating in detail on the concept, causes, effects, solutions, best practices, and more. Table of Contents 1. Introduction….
Overlogging (high cost, hard to analyze)
Comprehensive Guide to Managing Overlogging in Modern Systems Introduction In today’s complex software ecosystems, particularly those leveraging microservices architectures, logging has become an indispensable tool for monitoring, debugging, and ensuring….
Manual and undocumented deployments
Manual and Undocumented Deployments: A Comprehensive Guide Introduction In the realm of software development and operations, the deployment process plays a pivotal role in delivering updates, features, and fixes to….
Deploying directly to production
Deploying Directly to Production: Comprehensive Guide Introduction Deploying directly to production—often referred to as “direct-to-prod” deployment—is a practice where code changes are pushed directly to the live production environment without….