Architectural Overview

In the mlops-course-AI-Engineering-Model-Deployment-MLOps-Agentic-AI project, we are focusing on standardizing the machine learning lifecycle. As machine learning models grow in complexity, managing data transformations alongside model training becomes a significant hurdle.

Building robust data pipelines is a fundamental challenge in transportation analytics. I have recently begun development on the TFE_Transporte project, a system designed to streamline the handling and analysis of logistical data streams.

The Challenge of Data Handling

When dealing with large datasets, the initial setup is often the most critical phase. Setting up an environment that can