Sequences and Series Basics
What You’ll Learn
Section titled “What You’ll Learn”In this lesson you’ll learn the fundamentals of sequences and series: what they are, how partial sums work, and the critical distinction between convergence and divergence.
The Concept
Section titled “The Concept”Sequences
Section titled “Sequences”A sequence is an ordered list of numbers, usually defined by a formula
The big question is: what happens as n gets large? If the terms approach a specific number L, the sequence converges to L. If they don’t settle down, the sequence diverges.
Series
Section titled “Series”A series is what you get when you add up the terms of a sequence
Partial Sums
Section titled “Partial Sums”You can’t literally add infinitely many numbers at once. Instead, define the nth partial sum
The series converges if the sequence of partial sums has a finite limit. If the partial sums keep growing or oscillating without settling, the series diverges.
Key Series to Know
Section titled “Key Series to Know”Geometric series with first term a and common ratio r
This converges only when the absolute value of r is less than 1. If r is 1 or larger, the terms don’t shrink and the sum blows up.
Harmonic series
This one diverges, even though the terms go to zero. The terms shrink too slowly for the sum to stay finite.
Worked Examples
Section titled “Worked Examples”Example 1: Limit of a sequence
Find the limit of the sequence n/(n + 1) as n approaches infinity.
Divide numerator and denominator by n
The terms get closer and closer to 1 but never quite reach it: 1/2, 2/3, 3/4, 4/5, …
Example 2: Geometric series
Find the sum of the series
This is geometric with first term a = 1/2 and ratio r = 1/2. Since r is less than 1 in absolute value, it converges
The partial sums approach 1: 0.5, 0.75, 0.875, 0.9375, … getting closer with each term.
The blue dots (geometric series) level off at 1. The red dots (harmonic series) keep climbing, even though they slow down. That’s the difference between convergence and divergence.
Example 3: The harmonic series diverges
Show that the harmonic series diverges.
Group the terms
Each group sums to at least 1/2
Since you keep adding at least 1/2 with each doubling group, the partial sums grow without bound. The series diverges even though the individual terms go to zero. This is a classic example showing that terms going to zero is necessary but not sufficient for convergence.
Real-World Application
Section titled “Real-World Application”Sequences and series are everywhere in computing and science:
- Game engines use Taylor series to approximate trig functions and square roots quickly
- Fourier series decompose sound waves and images into frequency components
- Algorithm analysis uses series to measure total running time of loops
- Finance uses geometric series for compound interest and annuity calculations
- Machine learning uses convergent iterative methods (gradient descent) that are analyzed with series