ML Career Guide

What this is

This is my personal knowledge index.

I use it to:

  • remind myself what topics matter

  • capture the key takeaways I trust (or mostly trust)

  • keep curated links for deeper dives

  • leave breadcrumbs for things I want to explore later

It’s written primarily for future me, and secondarily for friends who might find the material useful for learning or interview prep.

What this is not

  • Not a journal or workspace

  • Not a dumping ground for brainstorming or exploratory notes

  • Not a textbook (details and derivations live elsewhere)

  • Not a portfolio or blog

How to read this

Each topic is intentionally lightweight:

  • a short scope

  • a few stable takeaways

  • links I consider worth revisiting

  • pointers to explore further

Some sections will be deeper than others. That’s expected.

How to use this

If you want:

  • a quick refresh: scan the takeaways

  • a path to go deeper: follow the links

  • a polished exposition: this is not the place

This document is meant to stay useful, skimmable, and low-maintenance over time.