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MLflow is needed to bring structure, reproducibility, and traceability to the machine learning lifecycle. As models evolve through experiments, hyperparameter tuning, and retraining, MLflow provides a centralized way to track experiments, metrics, ar...

Today we explored one of AWS’s most powerful and time-saving services — Amazon RDS (Relational Database Service). By the end of the session, we deployed a MariaDB instance, connected from EC2 and a local client, and understood key features like backu...

Deploying a Django + DRF app in production isn’t as straightforward as running python manage.py runserver. For local development, Django's built-in development server works well enough, but it's not designed to handle high traffic, scale across multi...

Introduction to Relational Database Service (RDS) A relational database in AWS typically refers to managed services like Amazon RDS (Relational Database Service), which supports databases such as MySQL, PostgreSQL, and Oracle. It handles database pro...

Introduction Amazon RDS (Relational Database Service) is a fully managed cloud database service provided by Amazon Web Services (AWS). It simplifies the process of setting up, managing, and scaling relational databases in the cloud. Amazon RDS is des...

Overview of Azure SQL to Amazon RDS Migration Migrating from Azure SQL to Amazon RDS can seem daunting. But it doesn’t have to be. By the end of this guide, you'll understand why database migrations are becoming more popular, and how to leverage th...
