I’m Ashwin.
I work at the intersection of product and engineering, and I’m currently going deeper into machine learning and AI systems through structured study, hands-on projects, and writing.
This site is part of that process.
What this site is
This is my published knowledge system.
I use it to:
- break down complex topics into simple mental models
- turn rough notes into structured understanding
- document projects and experiments
- create reusable references for learning and recall
What I’m working on
- strengthening my foundations in machine learning and deep learning
- building hands-on AI and ML projects
- understanding how AI systems work end to end
- sharpening technical intuition through writing
What you’ll find here
- evolving notes
- interview-style cheatsheets
- project logs with real tradeoffs
- occasional long-form writing
Why this exists
Writing forces clarity.
Publishing creates accountability.
Over time, this site becomes a map of what I’ve learned, how I think, and what I’ve built.
If you’re working through similar topics, I hope this is useful.