Mar 7 · 18 min read · Most programmers hear the word derivative and immediately think of complicated formulas from calculus classes. But in reality, derivatives are not mysterious at all. They are simply a way to measure h
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Feb 16 · 3 min read · When it comes to learning calculus, most people jump straight into endless problem sets and get stuck in a cycle of frustration. But what if there’s a lazier, smarter way to nail this subject? Let me share a few unorthodox but surprisingly effective ...
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Feb 14 · 10 min read · Introduction In multivariable calculus, Green’s Theorem, Stokes’ Theorem, and Gauss’s Theorem (the Divergence Theorem) are the three foundational pillars that simplify the most challenging line and surface integral calculations. Far from being isola...
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Jan 12 · 3 min read · Before Calculus: Why Motion Confused Philosophers Before calculus, motion wasn't a mathematical topic—it was a conceptual problem.People could observe movement, measure distances, and predict outcomes, but they didn't have a precise way to describe c...
Join discussionJan 9 · 4 min read · The Language of Change A Differential Equation (DE) describes how a state changes over time. Algebra solves for unknown numbers: $x^2 + 2x = 0$ Differential Equations solve for unknown functions: $\frac{dy}{dx} = ky$ In Computer Science, we rarel...
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Jan 7 · 2 min read · Before calculus, mathematics was already a powerful tool with geometry for shapes, algebra for numbers, and trigonometry for angles and distances, yet something fundamental was missing. The real world doesn't move in a straight line; it curves, bends...
Join discussionDec 8, 2025 · 6 min read · Here is my guide to the calculus concepts that actually matter for ML 1. Derivatives and Gradients At its heart, training a model is an optimization problem. We define a Loss Function (L) that tells us how "bad" our model is. We want to minimize L. T...
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Oct 5, 2025 · 5 min read · TL;DR If you've ever felt like calculus was just a bunch of random formulas thrown at you with zero context, 3Blue1Brown's Essence of Calculus is about to flip your entire perspective.This isn't your boring textbook calculus - it's calculus the way i...
Join discussionAug 24, 2025 · 2 min read · Machine learning is everywhere — in your phone’s keyboard, in recommendation systems, in self-driving cars. But underneath all the hype, one of the simplest and most powerful ideas is linear regression. Let’s unpack it step by step: math, intuition, ...
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