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Mathematical Foundations for ML
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Mathematical Foundations for ML · 83 lessons
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Negative discriminant means no real solutions
The discriminant tells us how many real solutions a quadratic equation has. We already know the three cases: gives two real solutions, gives one repeated solution, and gives none. But why does a negative discriminant rule out real solutions entirely?
Look at the quadratic formula:
When , the formula asks us to take the square root of a negative number. No real number squared gives a negative result: positive numbers square to positives, negative numbers square to positives, and . So does not exist in the real numbers, and neither does .
Sometimes we can spot this without computing at all. For instance, rearranges to . Since no real number squares to , there are no real solutions.
Details
Determine whether has real solutions.
Solution
We identify , , and , then compute the discriminant:
Since , the quadratic formula would require , which has no real value. The equation has no real solutions.
Details
Practice questions
4 questions
What is the discriminant of , and what does it tell us?
Select the correct answer:
+ 3 more questions
Geometric interpretation
Every quadratic graphs as a U-shaped curve called a parabola. The real solutions of are the -coordinates where the parabola crosses the -axis (where ). The discriminant tells us how many crossings there are:
The turning point of a parabola is its lowest or highest point. The sign of determines the direction:
Use the sliders to adjust , , and and watch how the discriminant and the number of -axis crossings change together.
Does have real solutions? What does the parabola look like?
Solution
First, the discriminant:
So the equation has no real solutions. Geometrically, this means the parabola does not cross the -axis. We can see why in the graph below:
The parabola opens upward (), so its turning point is the lowest point on the curve. That lowest point is at , which is above the -axis - the dashed line shows the gap. The parabola never comes down far enough to reach , so there are no -axis crossings and no real solutions.
Practice questions
4 questions
A parabola opens upward and has its turning point at . How many real roots does the corresponding quadratic equation have?
Select the correct answer:
+ 3 more questions