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Outline
Linear Algebra for Machine Learning
Introduction to Vectors
Introduction to Matrices
Linear Algebra for Machine Learning
Author:
Vikash Srivastava
Topic:
Algebra
Table of Contents
Introduction to Vectors
Introduction to Linear Algebra
What is a vector ?
Introduction to Vectors
Scaling Vectors
Vector Addition
Adding Vectors Geometrically
Vector Subtraction
Dot Product Insight
Vector Projections
Orthogonality Illustrated
Cross Product Insight
Vector Norms
Introduction to Matrices
Theory of Matrices
Determinant of a matrix
Inverse of a matrix
Eigenvalues & Eigenvectors
Next
Introduction to Linear Algebra
New Resources
Isosceles Triangle: Quick Construction
Limaçon / Cardioid as a Locus - A Classical Construction
Parallel or Not? (V2)
Construct a Square
"Compressed" Astroid as Envelope
Discover Resources
Week 3 - Square roots
ASA Final
*05- Pythagorean Theorem ~ Vasicek
Exploring the Rectangle
Protractor and Ruler
Discover Topics
Parabola
Cube
Trigonometric Functions
Multiplication
Probability