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Exponentials and logarithms

Exponential growth and its inverse: the number ee, 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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9

lessons

96

practice questions

25

prerequisite lessons

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Lesson 01 · Exponential functions

0.511.522.5−0.5−1−1.51234567−2−2.5
y=2.0x
y=2.0x

Drag to change the base a. The growth curve ax and decay curve ax stay mirror images across the y-axis.

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The 9 lessons

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

Preview

12 questions

Learn what an exponential function is, how the base aa determines whether the function grows or decays, and what the graph of f(x)=axf(x) = a^x looks like.

Covers

The exponential function

Growth and decay

Graphs of exponential functions

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02

The number ee

8 questions

Understand e2.718e \approx 2.718, the limiting value of (1+1/n)n(1 + 1/n)^n, and the natural exponential function exe^x that underpins growth models across mathematics and machine learning.

Covers

ee as a special constant

The natural exponential function

03

What is a logarithm

12 questions

Learn what loga(x)\log_a(x) means as the inverse of axa^x, how to convert between exponential and logarithmic form, and how to evaluate logarithms like log3(27)\log_3(27) by inspection.

Covers

The logarithm as inverse

Converting between exponential and logarithmic form

Evaluating logarithms

04

Inverse identities of loga\log_a and axa^x

8 questions

Learn how to simplify expressions using the two inverse identities loga(ax)=x\log_a(a^x) = x and aloga(x)=xa^{\log_a(x)} = x, recognising when a composition of a logarithm and its matching exponential cancels.

Covers

Simplifying loga(ax)\log_a(a^x)

Simplifying aloga(x)a^{\log_a(x)}

05

Logarithm notation: common and natural logarithms

12 questions

Learn the common logarithm log(x)=log10(x)\log(x) = \log_{10}(x), the natural logarithm ln(x)=loge(x)\ln(x) = \log_e(x), and how to use the inverse identities ln(ex)=x\ln(e^x) = x and elnx=xe^{\ln x} = x to simplify expressions.

Covers

The common logarithm

The natural logarithm

ln\ln and exe^x 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 exe^x and ln\ln.

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

Where this unit sits in the curriculum

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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Every dot is a lesson and every line a prerequisite. The 9 red dots are the lessons in Exponentials and logarithms; the 25 blue dots feeding into them are the lessons Exponentials and logarithms depends on; the 49 pale dots are the rest of the learning path, which come after Exponentials and logarithms or alongside it.Exponentials and logarithmsFirst lessons on the left83 lessons

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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

Every dot is a lesson, every line a prerequisite. You can only start a lesson once you have mastered all of its prerequisites, so you are always building on solid foundations.

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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