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College Level Linear Algebra! Theory And Practice !

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College Level Linear Algebra! Theory And Practice !

College Level Linear Algebra! Theory And Practice !, Theoretical & Practical Linear Algebra For Machine Learning, Computer Graphics, Control Systems, Robotics , and more !

Created by Ahmed Fathy Hagar

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What Will I 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 !
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