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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
Pythagorean Theorem: Quick Illustrator
Quadrant Illustrator
挂谷问题——三尖瓣形
Perpendicular Lines: Quick Exploration
Slope Illustrator (2)
Discover Resources
Dot products and Cross products
string art
Chord Segments Exploration
Cube and Tetrahedrons
Week 15 Day 1 Learning Goals
Discover Topics
Polynomial Functions
Ellipse
Arithmetic Operations
Indefinite Integral
Bar Chart or Bar Graph