Foundations

Mathematical Foundations

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

90
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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Euler’s equation
Medium · AI 🔢 Mathematical Foundations ⚡ AI Lesson 5d 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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MIT Integration Bee 2025 Problem
Medium · AI 🔢 Mathematical Foundations ⚡ AI Lesson 3w 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 4w ago
How To Solve The Pythagoras Pie Puzzle?
This is A mathematically delicious mystery Continue reading on Math Games »
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The Ellipse Has Two Personalities
Medium · Programming 🔢 Mathematical Foundations ⚡ AI Lesson 1mo 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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