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Linear Algebra (3) - understanding vectors and geometry

by monsangter 2024. 10. 26.

in linear algebra, understanding vectors from a geometric perspective is essential. Vectors are used to represent both direction and magnitude in space, making them a powerful tool for visualizing and solving complex problems. in this post, we'll go over what vectors are, how to visualize them, and the essential vector operations.

 

1. what is a vector?

a vector is a mathematical object that has both magnitude(size) and direction. Unlike scalars, which only have magnitude, vectors can point in specific directions. you'll often see vectors represented as arrows in 2D or 3Dspace

where the arrow's length indicates the magnitude, and its orientation shows the direction.

 

-representing a Vector in 2D

 

 

Here, 3 represents the horizontal component, and 4 is the vertical component. this vector has a magnitude and points in a specific direction in 2D space.

 

2. visualizing Vectors

In both 2D and 3D, vectors are represented as arrows. The length of the arrow shows the vector's magnitudem while the arrow's orientation shows its direction.

 

- plotting vectors in a coordinate System

 

 

3. Essential Vector Operations

- vector addition

 

 

- scalar multiplication

 

 

- vector magnitude

 

The magnitude (or length_ of a vector can be found using the Pythagorea theorem

 

 

why understanding vectors is important

 

mastering vectors and their operations provides the foundation for understanding more complex topics in linear algebra, such as vector spaces, linear transformations and projections.

 

 

- practice problem

 

 

 

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