Books on the maths behind machine learning.
↓ no boring textbooks here
Two series that teach you everything from linear algebra to supervised learning — through heist stories, bee colonies, and zero gatekeeping.
Trusted by 10,000+ readers worldwide
Before Machine Learning
— the foundationsstart here if you're building from zero ↓
Vol 1 — Linear algebra
Build a movie recommendation system from scratch, one vector at a time.
Vol 2 — Calculus
A bee colony optimises its hive and teaches you derivatives along the way.
Vol 3 — Probability & stats
Crack the vault of the Antwerp Diamond Centre using Bayes' theorem and a bit of nerve.
All 3 foundations → $24.99
Save $5 vs buying individually. — save 30% paying in ₿ — just $17.49
Now Machine Learning
— from theory to codeNewyou know the maths, now build the models ↓
Vol 1 — Supervised learning
Join me at the data science team of a mythical insurance company that underwrites yetis, dragons, and everything in between.
Two editions, same book
Complete library (4 books) → $34.99
Save $5 vs buying individually. — save 30% paying in ₿ — just $24.49
The reading path
Linear algebra
Vectors & matrices
Calculus
Derivatives & integrals
Probability
Distributions & Bayes
Supervised learning
← you are here
Unsupervised learning
soon
What readers say
“I wish I found this 4 weeks ago”
I have been SO frustrated trying to learn linear algebra. This book has been a breath of fresh air.
— John C.
“Readable like a novel”
You understand not just how it works, but exactly WHY it works.
— Mason
“All-time best series”
Teaching probability through a heist story is genius. Every chapter left me wanting more.
— Cleric
“Heist plot makes it easy”
The diamond heist kept me turning pages. Didn't realise I was learning Bayes' theorem until it clicked.
— Andre
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