3.2.3Exponentials & Logarithms

The number e — definition as limit of (1+1 - n)ⁿ, natural growth context

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What ee is

WHAT each piece means:

  • 1n\frac{1}{n} = size of each interest chunk (if compounding nn times a year at 100%).
  • The power nn = how many times we compound.
  • Taking nn\to\infty = compounding continuously (all the time).

Deriving it from scratch (compound interest)

HOW growth builds up. Start with 1 unit, compound nn times at rate xx per year:

after 1 chunk=1(1+xn)\text{after 1 chunk} = 1\cdot\left(1+\tfrac{x}{n}\right) after 2 chunks=(1+xn)2(each chunk multiplies again)\text{after 2 chunks} = \left(1+\tfrac{x}{n}\right)^2 \quad\text{(each chunk multiplies again)} after all n chunks=(1+xn)n\text{after all } n \text{ chunks} = \left(1+\tfrac{x}{n}\right)^{n}

Why this step? Because compounding is repeated multiplication, not addition — that's the whole point of "interest on interest."

Now let nn\to\infty to model continuous growth. The limit defines exe^x.

Derivation of the series (Why?): By the binomial theorem, (1+1n)n=k=0n(nk)1nk=k=0nn(n1)(nk+1)k!nk.\left(1+\tfrac1n\right)^n=\sum_{k=0}^{n}\binom{n}{k}\frac{1}{n^k}=\sum_{k=0}^{n}\frac{n(n-1)\cdots(n-k+1)}{k!\,n^k}. The fraction n(n1)(nk+1)nk=1(11n)(12n)1\frac{n(n-1)\cdots(n-k+1)}{n^k}=1\cdot(1-\tfrac1n)(1-\tfrac2n)\cdots\to 1 as nn\to\infty. Why this step? Each factor (1jn)1(1-\frac{j}{n})\to 1, so term kk tends to 1k!\frac{1}{k!}. Summing gives 1k!\sum \frac1{k!}. This series converges fast, giving us a way to actually compute ee.


Why does it converge instead of blowing up?

Figure — The number e — definition as limit of (1+1 - n)ⁿ, natural growth context

Worked examples


Common mistakes


Active recall

Recall Test yourself (open after attempting)
  • Define ee as a limit. → e=limn(1+1/n)ne=\lim_{n\to\infty}(1+1/n)^n.
  • Why doesn't it diverge? → Correction terms 1k!\frac1{k!} shrink super-fast; bounded above by 3.
  • What form is the limit? → 11^\infty indeterminate.
  • How do you get exe^x? → limn(1+x/n)n\lim_{n\to\infty}(1+x/n)^n.
Recall Feynman: explain to a 12-year-old

You put £1 in a magic bank that promises to double your money in a year. But you're greedy: instead of waiting the whole year, you ask for half the growth after 6 months, then let that grow too. You get a bit more than £2. Ask for it in monthly bits — a bit more again. Do it every second, every instant... you'd expect huge money, but it stops at about £2.72. That special stopping number is called ee. It's how fast things grow when they grow "as smoothly as possible."


Flashcards

What is the definition of ee as a limit?
e=limn(1+1n)n2.71828e=\lim_{n\to\infty}\left(1+\frac1n\right)^n\approx 2.71828
Why is (1+1n)n\left(1+\frac1n\right)^n not just equal to 1?
It's a 11^\infty indeterminate form — base 1\to1 but exponent \to\infty; they balance at ee.
Give the series expansion of ee.
e=k=01k!=1+1+12!+13!+e=\sum_{k=0}^\infty \frac1{k!}=1+1+\frac1{2!}+\frac1{3!}+\cdots
Why does the series/limit converge?
Terms 1k!\frac1{k!} shrink faster than geometrically; sum bounded above by 3.
Formula for exe^x as a limit?
ex=limn(1+xn)ne^x=\lim_{n\to\infty}\left(1+\frac{x}{n}\right)^n
Continuous compound interest formula and where ee comes from?
A=PertA=Pe^{rt}, the limit of P(1+r/n)ntP(1+r/n)^{nt} as nn\to\infty.
Is ee rational?
No — irrational and transcendental.
£1000 at 5% continuous for 3 years?
1000e0.15£1161.831000e^{0.15}\approx\pounds1161.83

Connections

  • Natural logarithm ln x — the inverse of exe^x
  • Exponential function e^x and its derivative — why ddxex=ex\frac{d}{dx}e^x=e^x
  • Compound interest — the financial origin of the limit
  • Differential equations dy/dx = ky — natural growth/decay solved by ekte^{kt}
  • Binomial theorem — used to derive the 1/k!\sum 1/k! series
  • Limits and indeterminate forms — the 11^\infty case

Concept Map

more frequent chunks

n to infinity

converges to

generalises

special case x=1

repeated multiplication

each step ×1+x/n

forms

binomial theorem

computes

terms shrink by k!

explains

100% growth compounded

Continuous compounding

limit of (1+1/n)^n

The number e ≈ 2.71828

Growth rate x

limit of (1+x/n)^n = e^x

Compound interest

n steps give power n

series sum 1/k!

Bounded below 3

Hinglish (regional understanding)

Intuition Hinglish mein samjho

Socho tumhare paas £1 hai aur ek magic bank bolta hai "1 saal me tumhara paisa double kar dunga" (100% interest). Agar interest sirf ek baar milta hai, toh £1 → £2. Lekin agar tum bolo "mujhe ye interest chote-chote tukdon me do, aur har tukda turant apna interest kamaye" — yani compounding zyada baar ho — toh thoda zyada paisa banega. Aur zyada baar compound karo, aur thoda zyada. Logic kehta hai "infinite baar karo toh infinite paisa," par aisa nahi hota! Ye ruk jaata hai lagbhag 2.71828 pe. Wahi special number hai ee.

Formal roop se: e=limn(1+1n)ne=\lim_{n\to\infty}(1+\frac1n)^n. Yahan 1n\frac1n ek tukde ka size hai aur power nn batati hai kitni baar compound hua. Yaad rakho ye ek 11^\infty indeterminate form hai — andar wala 11 ki taraf jaata hai par power infinity ki taraf, dono aapas me fight karte hain aur balance ee pe aata hai. Isliye "andar 1 hai toh answer 1 hoga" wali galti mat karna.

Convergence kyun hoti hai? Kyunki e=1+1+12!+13!+e = 1 + 1 + \frac1{2!} + \frac1{3!} + \cdots, aur ye factorial wale terms bahut tezi se chote hote jaate hain (0.5,0.167,0.0420.5, 0.167, 0.042\ldots), toh total bounded reh jaata hai (3 se kam). Isiliye paisa infinite nahi hota.

Ye number sirf paise ke liye nahi — bacteria growth, radioactive decay, temperature cooling — jahan bhi cheez apni hi size ke proportional badhti/ghat­ti hai, wahan ekte^{kt} aata hai. Isiliye ise "natural" growth kehte hain. Exam me formula A=PertA=Pe^{rt} (continuous compounding) aur N=N0ektN=N_0e^{kt} (growth) yaad rakhna — dono isi limit se aate hain.

Go deeper — visual, from zero

Test yourself — Exponentials & Logarithms

Connections