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Mathematical Foundations for ML
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Mathematical Foundations for ML · 83 lessons
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Definition of the unit circle
The right-triangle definitions of sine and cosine work perfectly for acute angles, but they break down once an angle exceeds . To extend trigonometry to any angle we need a new framework, and the unit circle provides it.
Definition
The unit circle is the circle of radius centred at the origin. Every point on it satisfies:
The radius being exactly is what makes this circle special: as we will see later in this lesson, it creates a direct link between a point's coordinates and the trigonometric ratios.
To use the unit circle we place angles in standard position: vertex at the origin, initial side along the positive -axis, measuring anticlockwise. The other ray, the terminal side, sweeps out the angle and intersects the unit circle at a single point called the terminal point of .
Drag the red dot to change the angle
The four points where the axes cross the unit circle correspond to the quadrantal angles:
| Terminal point | |
|---|---|
Each of these satisfies .
An angle of has its terminal side along the positive -axis, so the terminal point is . An angle of points straight up along the positive -axis, giving the terminal point . Verify that both points lie on the unit circle.
A point lies on the unit circle if it satisfies .
For :
For :
Both points satisfy the equation, confirming they lie on the unit circle.
Practice questions
4 questions
What is the terminal point on the unit circle for the angle ?
Select the correct answer:
+ 3 more questions
Coordinates as
We start by recalling the right-triangle definitions of cosine and sine:
On the unit circle, these ratios collapse into something much simpler.
Definition
For any angle , the terminal point on the unit circle has coordinates:
That is, the -coordinate is and the -coordinate is .
To see why, take an angle in standard position, mark its terminal point on the unit circle, and drop a perpendicular from that point to the -axis. This forms a right triangle whose hypotenuse is the radius of the circle - exactly .
Drag the red dot around the unit circle. Its coordinates are exactly
Applying the right-triangle definitions to this triangle:
The hypotenuse being exactly is the key: the ratios collapse to the coordinates themselves.
The terminal point of an angle on the unit circle is . State and , and verify that the point lies on the unit circle.
On the unit circle, the terminal point has coordinates . Reading off the coordinates directly:
To verify the point lies on the unit circle, we check that :
The point satisfies , confirming it lies on the unit circle.
Visually, this is the famous -- right triangle inscribed in the unit circle, with each side scaled by so the hypotenuse equals . The adjacent side has length and the opposite side has length .
Practice questions
4 questions
The terminal point of an angle on the unit circle is . What is ?
Select the correct answer:
+ 3 more questions
Reference angles
When an angle lands outside quadrant I, it helps to relate it back to a familiar acute angle. The reference angle gives us exactly that.
Definition
For an angle in standard position, the reference angle is the acute angle between the terminal side and the -axis. It is always positive and acute: , equivalently .
The reference angle is always measured to the -axis, never the -axis. The formula for depends on which quadrant the terminal side falls in:
Procedure
| Quadrant | Formula (radians) | Formula (degrees) |
|---|---|---|
| I | ||
| II | ||
| III | ||
| IV |
Drag the red dot through the quadrants to see how the reference angle
If falls outside the range , first find a coterminal angle in that range by adding or subtracting , then apply the appropriate formula.
Find the reference angle for .
First, identify the quadrant. Since , the terminal side is in quadrant IV.
For an angle in quadrant IV, the reference angle formula is :
The reference angle is , which is the acute angle between the terminal side and the positive -axis.
Practice questions
4 questions
What is the reference angle for ?
Select the correct answer:
+ 3 more questions