I build and document systems in machine learning, AI, and product engineering.
This site is my working knowledge base — where ideas are tested, refined, and connected.
AI Systems Thinking (Start Here)
A structured deep dive into how modern AI systems actually work:
from prompts → workflows → agents → production systems.
This is not a collection of tips.
It is a connected system for understanding how to design reliable AI applications.
Featured Work
- What 10-fold Stratified Cross-Validation Really Does
- Batch Normalization Explained Simply
- CIFAR-10 Image Classification — Build vs Buy
Core Topics
How to use this site
- Start with AI Systems Thinking if you’re exploring applied AI and system design
- Explore Projects to see real implementations
- Use Cheatsheets for quick recall
- Dive into Notes for deeper understanding
What this site is
- A place to think in public
- A system for connecting ideas
- A record of building, not just learning
I learn by building, testing, and explaining — this site reflects that process.