Vectors Flashcards

1
Q

Is dot product distributive?

A

Yes
a(b+c) = ab + a*c

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2
Q

Is dot product associative?

A

No
a(bc) != (ab)c

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3
Q

What is a dot product?

A

Dot product is a way to multiply two vectors.
The result of the dot product is a scalar that represents relationship between two vectors
v*w = sum(vi + wi)

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4
Q

Give an algebraic definition of a vector

A

A vector is an ordered list of numbers (elements)
[1 2 3] != [3 2 1]

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5
Q

What is the term for the number of elements in a vector

A

Dimensionality

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6
Q

What is the dimensionality of a vector?

A

Number of elements in a vector

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7
Q

Column vectors vs row vectors

A

Column vectors are standing vectors:
| 1 |
| 2 |
| 3 |
Row vectors are “lazy” vectors or vectors that are lying down:
[1 2 3]

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8
Q

Geometric definition of a vector

A

A vector is a straight line with some length and some direction, specified by numbers in the vector.

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9
Q

What the starting point of the vector is called?

A

Tail

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10
Q

What the ending point of the vector is called?

A

Head

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11
Q

What’s the vector starting at the graph’s origin called?

A

A vector in standard position

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12
Q

Are two vectors with the same length and direction but with different starting points different or the same?

A

No, the starting point does not matter. As long as vectors have the same length and direction, they are considered identical.

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13
Q

What is the difference between a vector and a coordinate?

A

A coordinate is defined by numbers, and there can be only one point corresponding to it. A vector, on the other hand, is defined by its length and direction, meaning it can be positioned anywhere on the graph.

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14
Q

What a single number is called? And why?

A

Scalar, because vector-scalar multiplication (a vector multiplied by a scalar) can be think of as scaling vector up or down by given number (scalar)

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15
Q

In which special cases dot product is associative?

A
  1. When one of the vectors is zero vector
  2. When all vectors are equal
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16
Q

Is dot product commutative?

A

Yes
a * b = b * a

17
Q

How to calculate the length of a vector?

A

The length of a vector (||a||) is equal to the square root of vector’s dot product with itself
||a|| = sqrt(a * a)

18
Q

Two vectors have an angle <90 degrees. How would this affect the dot product?

A

The cosine will be >0 (positive)
The dot product will be >0 (positive)

19
Q

Two vectors have an angle >90 degrees. How would this affect the dot product?

A

The cosine will be <0 (negative)
The dot product will be <0 (negative)

20
Q

Two vectors have an angle =90 degrees. How would this affect the dot product?

A

The cosine will be =0
The dot product will be =0

21
Q

Two vectors have an angle =0 degrees. How would this affect the dot product?

A

The cosine will be =1
The dot product will be >0 (positive)

22
Q

The geometric formula for the dot product

A

The formula for the dot product α between vectors a and b with angle θ:
a = |a||b|cos(θ)

23
Q

How vectors with a 90 angle between them are called?

A

Such vectors are called orthogonal