Journey from Initiate to Grand Archmage⌗

Hey, I’m Alexander, but you can call me Alex. I’m on a journey to master AI, machine learning, and data-driven problem-solving. Where that takes me, I don’t know. But I am looking forward to seeing what comes out of it.

I hold a Master’s in Data Science and an MBA in Organizational Management: Business Analytics, giving me a unique blend of technical expertise and strategic decision-making skills. My passion lies in building AI systems, designing scalable ML pipelines, and leveraging data to drive intelligent business solutions.

After earning my degrees, I realized that formal education was just the beginning. So, I designed the following learning path in AI, ML, and data systems wizardry:

Initiate – Learn Python, discrete math, probability, and fundamental data handling

Apprentice – Learn linear algebra, SQL operations, and probability

Acolyte – Learn proof writing, data extraction, and foundational ML models

Adept - Master calculus, real analysis, and data manipulation

Journeyman - Apply multivariable calculus, deep learning, and model scaling

Mage - Master reinforcement learning, Bayesian methods, and AI product development

Master Mage - Architect scalable AI systems, advance AI ethics, and build AI infrastructure

Archmage - Lead AI research teams, define industry-wide AI best practices, and influence AI strategy

Grand Archmage - Revolutionize AI through global AI strategy, governance, and innovation

When I’m not experimenting with machine learning models or fine-tuning AI systems, you’ll probably find me working out, doing Filipino martial arts, or hacking away on my laptop.

In this blog, I share what I learn — whether it’s experimenting with AI, exploring financial forecasting, or breaking down complex ML concepts. Let’s build, learn, and push forward together!