Exponential growth and its inverse: the number , the logarithm as the exponent to which a base must be raised, the laws it obeys, and solving equations for an unknown exponent.
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Lesson 01 · Exponential functions
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The 9 lessons in this unit. Expand any one to see what it covers. Each unlocks when its own prerequisites are passed.
01
Exponential functions
12 questions
Learn what an exponential function is, how the base determines whether the function grows or decays, and what the graph of looks like.
Covers
The exponential function
Growth and decay
Graphs of exponential functions
02
The number
8 questions
Understand , the limiting value of , and the natural exponential function that underpins growth models across mathematics and machine learning.
Covers
as a special constant
The natural exponential function
03
What is a logarithm
12 questions
Learn what means as the inverse of , how to convert between exponential and logarithmic form, and how to evaluate logarithms like by inspection.
Covers
The logarithm as inverse
Converting between exponential and logarithmic form
Evaluating logarithms
04
Inverse identities of and
8 questions
Learn how to simplify expressions using the two inverse identities and , recognising when a composition of a logarithm and its matching exponential cancels.
Covers
Simplifying
Simplifying
05
Logarithm notation: common and natural logarithms
12 questions
Learn the common logarithm , the natural logarithm , and how to use the inverse identities and to simplify expressions.
Covers
The common logarithm
The natural logarithm
and as inverses
06
Properties of logarithms
12 questions
Learn how to convert products and quotients inside a logarithm into sums and differences of logarithms using the product and quotient rules, and bring exponents down as coefficients using the power rule.
Covers
The product rule
The quotient rule
The power rule
07
Expanding and combining logarithms
12 questions
Learn how to apply the product, quotient, and power rules to expand a single logarithm into a sum or difference, combine several logarithms into one, and simplify expressions that mix logs with and .
Covers
Expanding logarithms
Combining logarithms
Simplifying with logs and exponentials
08
Change of base formula for logarithms
12 questions
Learn how to convert a logarithm from one base to another using the change of base formula, use the reciprocal relationship to relate logs with swapped bases, and relate logs with different bases when one is a power or root of the other.
Covers
The change of base formula
The reciprocal relationship
Relating logs with different bases
09
Solving exponential equations for an unknown exponent
8 questions
Learn how to solve exponential equations for an unknown exponent by applying the matching logarithm when the base allows it, or by taking the logarithm of both sides and using the power rule to pull the exponent down.
Covers
Solving when the base matches
Solving when the base doesn't match
This unit is part of our Mathematical Foundations for ML learning path, which contains 83 lessons. Every one of them is drawn below.
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9 lessons in this unit
25 prerequisite lessons across the unit, counting every step back to the start
49 other lessons in the learning path - after this unit, or alongside it
Builds on: Exponents and roots, Functions
Leads to: Derivatives, Limits
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More in Mathematical foundations: Inequalities and absolute value, Quadratic equations, Set operations, Exponents and roots, Functions, Summation, product, and indexed notation, Logic, Trigonometry