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Mathematical Foundations for ML
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Mathematical Foundations for ML · 83 lessons
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The exponential function
So far, expressions like or have had the variable in the base and a fixed number in the exponent. An exponential function flips this: the base is fixed and the variable sits in the exponent.
Definition
An exponential function has the form
where and . The constant is called the base, and the variable is the exponent.
Because the input is itself the exponent, the exponent rules we already know tell us exactly what does at familiar values:
Details
Let . Evaluate , , and .
First, . Any non-zero base raised to the power equals :
Next, . A negative exponent gives the reciprocal:
Finally, . A fractional exponent combines a root and a power. The denominator gives the square root and the numerator gives the power. Taking the root first:
So the three outputs are , , and .
Practice questions
4 questions
Let . What is ?
Select the correct answer:
+ 3 more questions
Growth and decay
Whether an exponential function rises or falls depends entirely on its base.
Definition
For :
The key idea is what happens when increases by . Since , each unit step in multiplies the output by the base . When , multiplying by makes the output larger; when , multiplying by makes it smaller.
Growth and decay are two sides of the same coin. Notice that
so a decay curve with base is the growth curve reflected across the -axis. For every , the two curves are mirror images of each other:
Drag to change the base
Every decay function can be rewritten as a growth function with a negated exponent, and vice versa.
Gotcha
A function like looks like growth because , but the negative exponent flips the behaviour. Rewriting as reveals the effective base , confirming decay.
Classify and as growth or decay. Then show that can be rewritten using base .
: The base is . Since , each unit increase in multiplies the output by , so represents exponential growth.
: The base is . Since , each unit increase in multiplies the output by , making it smaller. So represents exponential decay.
Rewriting : We can express as the reciprocal of :
Substituting into and applying the power-of-a-power exponent rule:
This confirms the relationship: decay with base is the same as growth with base reflected across the -axis.
Practice questions
4 questions
Which of the following represents exponential decay?
Select the correct answer:
+ 3 more questions
Graphs of exponential functions
Every exponential function shares a core set of graphical features, no matter what the base is.
Definition
For every valid base with , the graph has four features:
The base determines the shape:
Use the slider below to adjust the base and watch how the curve changes. As crosses , the graph flips from decay to growth.
Drag to change the base
For , identify the -intercept and horizontal asymptote, and explain why the graph is always positive. Then sketch on the same axes and describe the relationship between the two graphs.
Features of :
Sketching :
Since , replacing with reflects the graph across the -axis. The decay curve is the mirror image of the growth curve . Both curves pass through and share the same asymptote .
The blue growth curve and the red decay curve are reflections of each other in the -axis. They share the -intercept and the asymptote .
Practice questions
4 questions
What is the -intercept of ?
Select the correct answer:
+ 3 more questions