Foundations

Mathematical Foundations

Linear algebra, calculus, probability, statistics and optimisation — the maths behind ML

2,094
lessons
Skills in this topic
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Maths for ML
beginner
Multiply matrices and compute dot products
Probability & Statistics
beginner
Calculate conditional probability and Bayes' theorem
Optimisation
intermediate
Implement gradient descent from scratch
Information Theory
intermediate
Calculate Shannon entropy and cross-entropy loss
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All Reads (186) Articles (20)Blog Posts (152)Tutorials (11)Research Papers (3)
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The Consecutive Integers Divisibility Trick
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 2w ago
The Consecutive Integers Divisibility Trick
The elegant idea behind seemingly difficult proofs. Continue reading on ThinkArt »
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Reddit r/learnprogramming 🔢 Mathematical Foundations ⚡ AI Lesson 3w ago
Advice
I’m not trying to get into FAANG, I’m just someone who loves math and is using this as a tool to be a better business analyst. I won an award at work for creati
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Euler’s equation
Medium · AI 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
Euler’s equation
Euler’s equation is one of the most important achievements in the history of mathematics, establishing a deep connection between seemingly… Continue reading on
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Reddit r/learnprogramming 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
Should I do a pre-math block (pre-algebra to pre-calc) before starting OSSU CS?
Hello everyone, I'm planning to start the OSSU Computer Science curriculum soon to formalize my self-taught journey. Before diving into the official program, I'
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Solving the Austrian Olympiad System (1997)
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
Solving the Austrian Olympiad System (1997)
A Hidden Ratio Trick Continue reading on ThinkArt »
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MIT Integration Bee 2025 Problem
Medium · AI 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
MIT Integration Bee 2025 Problem
A Golden Ratio Integral Continue reading on ThinkArt »
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How To Solve The Pythagoras Pie Puzzle?
Medium · AI 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
How To Solve The Pythagoras Pie Puzzle?
This is A mathematically delicious mystery Continue reading on Math Games »
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The 2002 Harvard-MIT Math Problem
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
The 2002 Harvard-MIT Math Problem
Solving an integral using structure instead of formulas. Continue reading on ThinkArt »
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Hidden Symmetry in a Tangent Integral
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 2mo ago
Hidden Symmetry in a Tangent Integral
Flip the variable, unlock the structure Continue reading on ThinkArt »
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I Spent 5 Years Making Math Animations. Here’s Everything I Wish I Knew on Day One.
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 2mo ago
I Spent 5 Years Making Math Animations. Here’s Everything I Wish I Knew on Day One.
The first time I tried to make a math animation, I spent four hours staring at an error message I did not understand. Continue reading on Medium »
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The Ellipse Has Two Personalities
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 2mo ago
The Ellipse Has Two Personalities
Same shape. One formula a child can memorize. The other broke mathematicians for two thousand years. Continue reading on Medium »
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