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Mathematical Foundations for ML
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Mathematical Foundations for ML · 83 lessons
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What is a square root
Squaring a number means multiplying it by itself. A square root reverses this - it asks "what non-negative number, when squared, gives ?"
Definition
The square root of , written , is the non-negative number that squares to give :
is only defined for in the real numbers. The expression is also called a radical.
A perfect square is a number whose square root is a whole number. Recognising these from memory makes working with square roots much faster.
Details
Evaluate , , and .
Solution
Evaluating
We need a non-negative number that, when squared, gives . Since and :
Evaluating
We need a non-negative number that, when squared, gives . Since and :
Evaluating
There is no real number whose square is . Any real number squared gives a non-negative result, so is not defined in the real numbers.
Practice questions
4 questions
What is ?
Select the correct answer:
+ 3 more questions
Principal vs negative root
Every positive number has two square roots - one positive and one negative - because both a number and its negative square to the same result. The symbol picks out just one of them.
Definition
The square root symbol always returns the non-negative root. This is called the principal root.
The equation (for ) has two solutions:
Written compactly: .
The key distinction is between evaluating (one answer, always non-negative) and solving (two answers, ).
Gotcha
is a single non-negative value. It is the equation that has two solutions.
Solve . Then evaluate .
Solution
Solving
We need all values of whose square is . Both and satisfy this:
So the equation has two solutions:
Written compactly: .
Evaluating
The square root symbol always returns the principal (non-negative) root. Since and :
The answer is , not . The only appears when solving an equation like .
Practice questions
4 questions
Which of the following statements is correct?
Select the correct answer:
+ 3 more questions
Estimating non-perfect square roots
Most positive integers are not perfect squares - their square roots are irrational numbers (decimals that go on forever without repeating). We cannot write these roots exactly, but we can estimate where they fall.
Definition
If , then:
To decide which integer is closer to, compare how close is to versus .
This gives a quick way to place any square root between two consecutive integers - useful for sanity-checking calculations and building numerical intuition.
Estimate . Between which two consecutive integers does it fall, and which is it closer to?
Solution
First, we identify the perfect squares on either side of :
Taking square roots:
So lies between and .
To determine which integer it is closer to, we compare distances: is only away from , but away from . Since is much closer to , is very close to .
So falls between and , and is much closer to (approximately ).
Practice questions
4 questions
Between which two consecutive integers does fall?
Select the correct answer:
+ 3 more questions