Learning
Practice
Building Better Learning Loops
How to turn reading, coding, and review into a repeatable system for technical growth.
Personal blog
Owen Notes
Field notes on machine learning, useful software, and the slow craft of understanding ideas well enough to build with them.
Latest Writing
Short essays, study notes, and practical reflections from the edge between learning and making.
ML
Notes
Notes on Linear Regression From Scratch
A compact walkthrough of gradient descent, error surfaces, and why simple models still matter.
Reading
Systems
Reading Machine Learning Without Getting Lost
A study method for dense technical books: map the argument before memorizing the details.
What This Site Tracks
This blog is intentionally static: every post is a plain file, every link is inspectable, and the whole site can be copied to a server with one command. That keeps the writing close to the filesystem and far away from platform churn.
The themes are practical machine learning, engineering taste, and notes that become clearer after a second pass.