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01-10 - Exponentials and Logarithms

Phase: 1 | Subject: 01-10 Prerequisites: 01-09-polynomials.md (algebraic manipulation), 01-06-systems-of-linear-equations.md (solving equations) Next subject: 02-01-angles-and-lines.md


Learning Objectives

By the end of this subject, you will be able to:

  1. Understand exponential functions and their graphs
  2. Define logarithms as the inverse of exponentials
  3. Apply logarithm laws (product, quotient, power)
  4. Solve exponential equations using logarithms
  5. Solve logarithmic equations

Core Content

Exponential Functions

An exponential function has the form y = aˣ where a > 0, a ≠ 1.

Key features: - Always passes through (0, 1) because a⁰ = 1 - Horizontal asymptote: y = 0 (the x-axis) - Always positive (y > 0) - a > 1: increasing (growth) - 0 < a < 1: decreasing (decay)

Example: y = 2ˣ y values: 1/4, 1/2, 1, 2, 4, 8, ... (doubles each step for x = -2, -1, 0, 1, 2, 3)

What is a Logarithm?

⚠️ THIS IS CRITICAL — logarithms are the inverse of exponentials and are essential for calculus (logarithmic differentiation), information theory (entropy, mutual information), and ML (log-likelihood, cross-entropy loss). Understanding logarithms deeply now will save you enormous pain later.

A logarithm answers the question: "What power do we raise the base to, to get the number?"

logₐ(b) = c means aᶜ = b

Example: log₂(8) = 3 because 2³ = 8

Example: log₃(81) = 4 because 3⁴ = 81

Common bases: - log₁₀(x) — common logarithm (often written as log(x)) - ln(x) — natural logarithm (base e ≈ 2.718) - log₂(x) — binary logarithm (used in computer science)

Logarithm Laws

1. Product Rule

logₐ(xy) = logₐ(x) + logₐ(y)

Example: log₂(8 × 4) = log₂(8) + log₂(4) = 3 + 2 = 5

Common pitfall: The product rule applies to MULTIPLICATION inside the log — NOT addition. logₐ(x + y) is NOT equal to logₐ(x) + logₐ(y). There is no simple rule for logₐ(x + y).

2. Quotient Rule

logₐ(x/y) = logₐ(x) - logₐ(y)

Example: log₁₀(100/10) = log₁₀(100) - log₁₀(10) = 2 - 1 = 1

3. Power Rule

logₐ(xᵏ) = k · logₐ(x)

Example: log₅(25²) = 2 · log₅(25) = 2 × 2 = 4

4. Change of Base Formula

logₐ(b) = ln(b) / ln(a) = log₁₀(b) / log₁₀(a)

Example: log₂(10) = ln(10) / ln(2) ≈ 2.3026 / 0.6931 ≈ 3.32

Solving Exponential Equations

Method 1: Same base. If both sides can be written as powers of the same base, equate exponents.

Example: Solve 3^(2x - 1) = 27

  1. 27 = 3³, so 3^(2x - 1) = 3³
  2. Equate exponents: 2x - 1 = 3
  3. 2x = 4, x = 2

Method 2: Take logarithms. When you can't easily get the same base, take the log of both sides.

Example: Solve 5ˣ = 12

  1. Take natural log: ln(5ˣ) = ln(12)
  2. x · ln(5) = ln(12)
  3. x = ln(12) / ln(5) ≈ 2.4849 / 1.6094 ≈ 1.54

Solving Logarithmic Equations

Method: Use log laws to combine logs, then convert to exponential.

Example: Solve log₂(x) + log₂(x - 3) = 3

  1. Combine: log₂(x(x - 3)) = 3
  2. Exponential: x(x - 3) = 2³ = 8
  3. x² - 3x - 8 = 0
  4. x = (3 ± √(9 + 32))/2 = (3 ± √41)/2
  5. Only positive solution valid: x ≈ (3 + 6.40)/2 ≈ 4.7

Check domain: x > 0 and x - 3 > 0, so x > 3. x ≈ 4.7 ✓



Key Terms

Worked Examples

Example 1: Simplify using log laws

Simplify: log₃(27) + log₃(9)

  1. log₃(27) = 3 (because 3³ = 27)
  2. log₃(9) = 2 (because 3² = 9)
  3. Sum: 3 + 2 = 5

Or using product rule: log₃(27 × 9) = log₃(243) = 5 (because 3⁵ = 243)

Example 2: Solve exponential equation

Solve: 4ˣ = 32

  1. Write both as powers of 2: (2²)ˣ = 2⁵
  2. 2^(2x) = 2⁵
  3. Equate exponents: 2x = 5
  4. x = 2.5

Example 3: Solve logarithmic equation

Solve: ln(x + 1) - ln(x - 2) = ln(4)

  1. Combine: ln((x + 1)/(x - 2)) = ln(4)
  2. Since ln is one-to-one: (x + 1)/(x - 2) = 4
  3. x + 1 = 4(x - 2)
  4. x + 1 = 4x - 8
  5. 9 = 3x
  6. x = 3


Quiz

Q1: What does the concept of Change of Base Formula primarily refer to in this subject?

A) A visual representation of Change of Base Formula B) A computational error related to Change of Base Formula C) A historical anecdote about Change of Base Formula D) The definition and application of Change of Base Formula

Correct: D)

Q2: What is the primary purpose of Exponential Functions?

A) It replaces all other methods in this domain B) It is used to exponential functions in mathematical analysis C) It is used only in advanced research contexts D) It is primarily a historical notation system

Correct: B)

Q3: Which statement about Logarithm Laws is TRUE?

A) Logarithm Laws is mentioned only as a historical footnote B) Logarithm Laws is a fundamental concept covered in this subject C) Logarithm Laws is an advanced topic beyond this subject's scope D) Logarithm Laws is not related to this subject

Correct: B)

Q4: Based on the worked examples in this subject, what is the correct result?

A) "What power do we raise the base to, to get the nu B) The inverse of the correct answer C) A different result from a common mistake D) An unrelated numerical value

Correct: A)

Q5: How are Logarithm Laws and Power Rule related?

A) Logarithm Laws and Power Rule are completely unrelated topics B) Logarithm Laws is a special case of Power Rule C) Logarithm Laws is the inverse of Power Rule D) Logarithm Laws and Power Rule are closely related concepts

Correct: D)

Q6: What is a common pitfall when working with What Is A Logarithm??

A) What Is A Logarithm? has no common misconceptions B) A common mistake is confusing What Is A Logarithm? with a similar concept C) What Is A Logarithm? is always computed the same way in all contexts D) The main error with What Is A Logarithm? is using it when it is not needed

Correct: B)

Q7: When should you apply Product Rule?

A) Apply Product Rule to solve problems in this subject's domain B) Use Product Rule only in pure mathematics contexts C) Product Rule is not practically useful D) Avoid Product Rule unless explicitly instructed

Correct: A)

Practice Problems

  1. Evaluate: log₂(32)
    Click for answer

5 (because 2⁵ = 32)

  1. Simplify: log₅(25) + log₅(5)
    Click for answer

2 + 1 = 3

  1. Simplify: log₃(81) - log₃(9)
    Click for answer

4 - 2 = 2

  1. Solve: 3ˣ = 81
    Click for answer

x = 4

  1. Solve: log₄(x) = 2
    Click for answer

x = 4² = 16

  1. Solve: 2^(x + 1) = 10
    Click for answer

x + 1 = log₂(10) ≈ 3.322, so x ≈ 2.322


Summary

Key takeaways:


Pitfalls



Next Steps

Next up: 02-01-angles-and-lines.md