Shorts
Interview concepts in under a minute, animated.
Latest Articles
In-depth reads on AI, systems, and engineering concepts.
Latest Guides
Click any card to explore an interactive guide.
Series
Follow structured learning paths from start to finish.
Foundations
Dungeon 0. The training grounds before the first boss. Learn to read the O(n) runes on every boss card: time complexity, space complexity and how to spot a faster weapon in any code you see.
Applied ML Systems
Real ML systems that companies hire for — fraud detection, credit scoring, recommenders, and forecasting. The problems fintech and government AI teams solve every day, plus how to reason about them in system design interviews.
Classical Machine Learning
The models that run most production ML today — regression, trees, gradient boosting, clustering, and how to evaluate them honestly. What fintech and enterprise ML teams actually ship.
Statistics & Probability
The language of uncertainty that every ML model speaks — probability, distributions, Bayes, hypothesis testing, and the bias-variance tradeoff. The screening layer of every ML engineer interview.
Python Fundamentals
Master Python basics the way you grind LeetCode: by practicing, not re-reading. Learn each concept first from a resource like learnpython.org, then come back here and drill chapter-wise — predict outputs, spot gotchas, and explain the why out loud. Chapters 1 to 10 cover the core language; 11 to 14 are the typing, decorators, testing, and async depth that senior interviews actually probe.
Essence of Calculus
A geometric, intuition-first walk through calculus, inspired by 3Blue1Brown's classic series. Each chapter builds the picture before the formula: what a derivative really measures, why the chain rule looks the way it does, and how integration undoes it all. Chapters 1 to 4 are the gradient-and-chain-rule core that backprop is built on. Every article links the original video.
Essence of Linear Algebra
A geometric, intuition-first walk through linear algebra, inspired by 3Blue1Brown's classic series. Each chapter builds a mental picture first, then the math. Chapters 1 to 3 are the fundamentals everything else stands on. Every article links the original video.
Advanced Graphs
Dungeon 15. Dijkstra, Bellman-Ford, Prim's MST, Eulerian paths, topological sort. The algorithms that power routing, scheduling, and infrastructure.