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College Level Advanced Linear Algebra! Theory & Programming!
Linear Algebra (matlab - python) & Matrix Calculus For Machine Learning, Robotics, Computer Graphics, Control, & more !
This Course Includes
udemy
4.6 (413 reviews )
35h 9m 
english
Online - Self Paced
professional certificate
Udemy
About College Level Advanced Linear Algebra! Theory & Programming!
From
Matrix Calculus, To Robotics!
From
Control Systems, To Computer Graphics!
From
the Singular Value Decompositions to the Principal Component Analysis.
From
Systems Of Linear Equations, To Systems Of Differential Equations.
From
Inverses, to Pseudo Inverses.
From
Determinants, to positive definiteness.
From
Concepts To _Programming_.
From
_Matlab_ To _Python_.
From
Proofs to Visualizations &
From
Theory to Applications.
From
Solved Examples To thoughtful Exams, and
From
Many Other Things to Many other things,
_I, Present This Course !_
My Name is Ahmed Fathy, currently a machine learning scientist at Affectiva, and a university teacher previously. Over the years, I happened to teach many subjects that make a very deep use of linear algebra. Those include
Machine Learning
and
Deep Learning
,
Computer Graphics
,
Control Systems
,
Game Development
, and even
Pure Linear Algebra
. Every one of those subjects handled linear algebra from very different perspectives. In this course,
_I provide them all._
This course is intended to be a
Reference on
linear algebra in the world of online courses, having proofs, theories, programming, concepts, applications, solved examples, visualizations, and everything ! Any suggestions for more topics to add are
always
welcome. Since the course contents are
so large and extensive,
I will not summarize them here. Instead, I ask you to please watch
the promo video
& also have a look on the course contents towards the bottom of the page.
Have a nice day !
What You Will Learn?
- Gain Deep Understanding Of Linear Algebra Theoretically, Conceptually & Practically. .
- Obtain A Very Robust Mathematical Foundation For Machine & Deep Learning, Computer Graphics, And Control Systems. .
- Learn How To Use Both Python And Matlab For Solving & Visualizing Linear Algebra Problems. .
- [Matrix Calculus] Learn How To Differentiate & Optimize Complex Equations Involving Matrices. .
- Learn A Lot About Data Science, Co-variance Matrices, And The PCA. .
- Learn About Linear Regression, The Normal Equation, And The Projection Matrix. .
- Learn About Singular Value Decompositions Formally & Conceptually. .
- Learn About Inverses And Pseudo Inverses. .
- Learn About Determinants And Positive Definite Matrices. .
- Learn How To Solve Systems Of Linear, Difference, & Differential Equations Both By Hand And Software. .
- Learn About Lagrange Multipliers & Taylor Expansion. .
- Learn About The Hessian Matrix And Its Importance In Multi-variable Calculus & Optimizations. .
- Learn About Complex Transformation Matrices Like The Matrix To Perform Rotation Around An Arbitrary Axis In 3D. .
- And Much More ! This is a 34+ hours course ! Show moreShow less.