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Linear Algebra
Table of contents
Child pages
Related pages
Online Courses
- MIT's Open CourseWare
- They have class summaries! I was doing these myself for the 2010 version.
- 2010 - http://ocw.mit.edu/courses/mathematics/ ... /index.htm
- They have transcripts of the classes!
- YouTube - 3Blue1Brown - Essence of linear algebra
- Highly recommended:
- Highly recommended:
- 2017.07.17 - Fast.ai - New fast.ai course: Computational Linear Algebra
- These people look like amazing teachers, so this is definitely worth checking out.
Books
- Introduction to Linear Algebra, Fourth Edition (the course book for MIT's class, prof. is the author)
- Linear Algebra (Dover Books on Mathematics)
- Elementary Linear Algebra by Anton and Rorres
- Schaum's Outline of Linear Algebra, 5th Edition
- 3,000 Solved Problems in Linear Algebra
- Linear Algebra Problem Solver
- Matrices and Linear Transformations: Second Edition (Dover Books on Mathematics)
- Linear Algebra and Its Applications - 3 1/2 stars out of 5, I saw some GWU students using it.
Topic-Specific
Why Learn Linear Algebra? What is it?
- 2014.01.21 - Math Vista - Why Linear Algebra?
- Great video. He says that linear algebra is just about having functions that have more than one input and/or output variable. He gives a bunch of examples:
- Given a time, return an X and Y coordinate
- Given an X and Y coordinate, return a Temperature and Pressure
- Great video. He says that linear algebra is just about having functions that have more than one input and/or output variable. He gives a bunch of examples:
- Tom:
- I've always viewed linear algebra as the natural extension of coordinate geometry -- linear equations are lines and planes and so solving these things is the same thing as finding intersections. Matrix transformations are the same things as dilations/rotations/etc -- very natural things to want to do to geometric objects. A lot of the computational (let's solve these systems, rather than draw pictures) approaches don't start off with this motivation (it does, after all, take time), but I think intuition benefits from it.
What's the cross-product?
- 2014.01.21 - Math Vista - The Cross Product
- another great video from this guy. He says that when you have a complicated line, it's often helpful to deal with a simplification of it to a straight line. Similarly, when you have a wavy 2D shape, it's often helpful to deal with a simplified flat 2D surface. And so on for higher-dimension shapes. Now, when you have a straight line you know exactly its slope if you know the line perpendicular to it. And if you have a 2D flat surface you know the slope in BOTH directions if you know the vector that's "normal to" the surface. And so on for higher dimensions. So getting that normal vector is a way of getting a simple shorthand for the whole surface.