Beyond SQL: How a Data Science Capstone Changed the Way I Think About Metrics, State, and Observability
From SQL Queries to State Representation: Lessons from a Data Science Capstone
Series
certifications
This series documents my adventure to AI Systems Engineering.
It explores what I learned from professional certifications, how those concepts translate into real-world AI systems, and how I apply them to building ML systems, data pipelines, and MLOps workflows.
The goal is to bridge structured learning with practical engineering thinking.
Posts in this series
From Generative AI in Education to AI Engineering: Why This Diploma Matters in My ML Systems & MLOps Journey
A reflection on learning, pedagogy, AI adoption, and the path from using AI tools to understanding and building AI systems.
How Google Certifications helped me build the foundations of AI Engineering, ML Systems, and MLOps
From project management to AI adoption and data analytics, these certifications helped me connect technology, workflows, and production-oriented thinking.
