Foundations

Mathematical Foundations

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

90
lessons
Skills in this topic
View full skill map →
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
Videos 81 Reads 9
All Reads (9) Articles (5)Tutorials (4)
Level: All Beginner Intermediate Advanced
Newest Popular Oldest
The Mayans Invented Zero Before Most of the World — Here Is Their Number System in Python
Medium · Python 🔢 Mathematical Foundations ⚡ AI Lesson 2d ago
The Mayans Invented Zero Before Most of the World — Here Is Their Number System in Python
Long before Europe discovered zero, the Maya were using it in a sophisticated base-20 system. Here is how it works. Continue reading on Medium »
View lesson → + Playlist
MIT Integration Bee 2025 Problem
Medium · Data Science 🔢 Mathematical Foundations ⚡ AI Lesson 3w ago
MIT Integration Bee 2025 Problem
A Golden Ratio Integral Continue reading on ThinkArt »
View lesson → + Playlist
How To Solve The Pythagoras Pie Puzzle?
Medium · Data Science 🔢 Mathematical Foundations ⚡ AI Lesson 4w ago
How To Solve The Pythagoras Pie Puzzle?
This is A mathematically delicious mystery Continue reading on Math Games »
View lesson → + Playlist
Mathematics Does Not Define The World
Forbes Innovation 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
Mathematics Does Not Define The World
Mathematics is not defining the world. It is the world that we define with mathematics.
View lesson → + Playlist
Beyond the Number Line From Integers to Infrastructure Completing Chapter 1 of the Math-to-Code…
Medium · Cybersecurity 🔢 Mathematical Foundations ⚡ AI Lesson 1mo ago
Beyond the Number Line From Integers to Infrastructure Completing Chapter 1 of the Math-to-Code…
“I am proud to announce the completion of the first major chapter in my technical journey: Numbers and Negative Numbers From Krista King’s… Continue reading on
View lesson → + Playlist