Maths
Free
Statistics and Probability
with Khan Academy
The other half of the foundation.
Beginner 45h
Linear Algebra
The maths underneath all of it, free forever.
Vectors, matrices, transformations and eigenvectors, taught in the order that makes them make sense. Every model you will later train is linear algebra with a loop around it, and this is where that stops being a slogan.
with Khan Academy
Listed by AI Review Rating. We are not affiliated with Khan Academy and earn nothing from this link.
Course overview
Free, self-paced, exercise-driven, and it does not assume you remember any of it from school.
What you will learn
- Work confidently with vectors, matrices and their operations
- See a matrix as a transformation rather than a grid of numbers
- Understand eigenvalues and eigenvectors and why they keep appearing
- Follow the linear algebra in a machine learning paper
Who this course is for
Anyone heading into machine learning
the other prerequisite
Self-taught engineers
the maths you routed around and now need
Course details
FormatVideo lessons with graded exercises
LevelBeginner
PriceFree
Time40 hours
CertificateNo certificate
About Khan Academy
Khan Academy is a non-profit publishing free lessons and graded exercises across mathematics and science. Its linear algebra and statistics tracks are the mathematical foundation that machine learning assumes.
Learner ratings
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