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158 lessons
Essential Calculus for ML
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Essential Calculus for ML · 158 lessons
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Reading what an integral measures
The double integral is defined as a signed volume, yet it also gives the area of when . How can both be true?
To understand what an integral, double or otherwise, represents we need to make clear some basic terminology.
Definition
Every integral is the limit of sums over small pieces. One integral sign chops an interval into small lengths ; two chop a region into small areas .
The integrand is what each piece is multiplied by before the pieces are added. When nothing is written, it is and each piece counts its own size.
Since a piece can never be negative, the sign of what is measured comes from the integrand alone.
The diagram below builds this understanding in five steps, one integral at a time. Work through them with the buttons, moving the piece as you go.
One integral sign chops the interval from
Set out by piece and by integrand, four of the five integrals in the diagram fill a grid.
| Integrand | Integrand a height | |
|---|---|---|
| One integral sign, piece a length | , the length | , a signed area |
| Two integral signs, piece an area | , the area of | , a signed volume |
Down a column the piece changes and across a row the integrand changes. The left column is never signed, because the integrand is never negative. The right column is signed, because a height can be.
The fifth has a third kind of integrand. In it is a cross-sectional area, so the integral sits in the top row with a length piece, and a length times an area is a signed volume.
Practice questions
6 questions
Suppose that
Which of these integrals can be negative?
Select the correct answer:
+ 5 more questions
Reading a density integral
So far the integrand has been a pure number, a height, or a cross-sectional area, each turning a piece of the region into a length, an area, or a volume. It can instead be an amount per unit area, such as people per square kilometre in a district.
Definition
A density on is a function giving an amount per unit area at each point of .
A piece of area holds about of the amount, so adding over all the pieces of gives the total,
The board below shows a district occupying a region , with one piece of area picked out and the number of people it holds marked beside it.
Practice questions
4 questions
A district occupies the rectangle bounded by , , and , with and in kilometres. The region is shown below.
The population density at a point is people per square kilometre. Which integral gives the number of people in the district?
Select the correct answer:
+ 3 more questions