Mathematics Resources

Calculus

3Blue1Brown — Essence of Calculus — Visual, intuition-first series on calculus from Grant Sanderson; highly recommended for building genuine understanding. From: Maths for IT
freeCodeCamp — Learn College Calculus — Free full calculus course; a solid structured option for self-study. From: Maths for IT
freeCodeCamp — College Algebra with Python — Algebra and maths taught through Python programming, combining two skills at once. From: Maths for IT

Practical Odyssey — Trig and Complex Numbers — Hands-on trig and complex number material with a practical programming angle. From: Maths for IT
freeCodeCamp — Unit Circle and Trig Calculator — Quick reference for the unit circle and trig values. From: Maths for IT
3Blue1Brown — Trig Playlist — Visual treatment of trigonometry from the 3Blue1Brown channel. From: Maths for IT
Real Python — Complex Numbers — How complex numbers work in Python, useful for the programming side of trig. From: Maths for IT

3Blue1Brown — Probability Playlist — Video series on probability with characteristic visual clarity. From: Maths for IT
Colab Notebook — ML Foundations (Jon Krohn) — Probability notebook from the ML Foundations course by Jon Krohn, used in class. From: Maths for IT
Colab Notebook — Warmup — Introductory Colab notebook for getting comfortable with the environment. From: Maths for IT
Colab Notebook — Probability and Stats Part 3 — Third notebook in the probability and statistics series. From: Maths for IT
Colab Notebook — Birthday Paradox — Code commenting exercise using the Birthday Paradox to explore probability. From: Maths for IT

Colab Notebook — Coding Probability Functions — Week 1 notebook covering algorithmic runtime, Big-O notation, and probability functions. From: Maths for IT
Colab Notebook — Search and Recursion — Week 3 notebook on search algorithms and recursion. From: Maths for IT