About

I’m Ashwin.

I work at the intersection of product and engineering, and I’m currently focused on going deeper into machine learning and AI systems.

This site is part of that process.

What this site is

This is my working knowledge system, published.

I use it to:

• break down complex topics into simple mental models
• document what I learn as I learn it
• turn messy notes into structured understanding
• share projects and experiments

What I’m working on

• Building a strong foundation in machine learning and deep learning
• Applying ML concepts through hands-on projects
• Exploring AI systems and how they are built end-to-end

What you’ll see here

• Notes that evolve over time
• Cheatsheets designed for recall and interviews
• Project logs with real decisions and tradeoffs
• Occasional long-form writing

Why this exists

Writing forces clarity.

Publishing creates accountability.

Over time, this becomes a map of how I think and what I’ve built.

If you’re working on similar things, this site should be useful to you.