Hey, I'm Marcus.

Welcome to my learning portal. I'm a Singaporean based in Seattle, working as a BI Engineer at Amazon. I spend my time orchestrating data workflows, crafting visualizations, building predictive models, and figuring out deployment strategies. This site is where I write about what I'm learning — let's learn together.

Data is the paint, and our minds are the canvas — each stroke revealing patterns, insights, and the masterpiece of understanding.
Writings

Topics I'm learning about recently, from SQL optimization to LLM architectures.

Python

2 articles — Latest: Gathering Data You Don't Have — How to...

SQL

2 articles — Latest: Nifty Redshift SQL Techniques

Dashboarding

1 article — Latest: Tableau vs QuickSight — What Should My Company...

Machine Learning

5 articles — Latest: ML Application: Predicting Stock Market Using Random Forests...

LLMs

5 articles — Latest: Exploring Multimodal RAG: Unlocking New Frontiers

MLOps

1 article — Latest: Automation of ML Pipelines Using Docker & ECS...

Research

1 article — Latest: How I Learned to Worry Less about Fake...

View all writings →
Reference Resources

Other useful pages for learning.

Lil'Log

Lilian Weng

Eugene Yan

ML in production

Andrej Karpathy

Deep learning

Justin Johnson

Computer vision

Serena Yeung

AI at Stanford