Chapter 7: Introduction to Probability
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Chapter 7: Introduction to Probability

Video Lecture 1: Taming Uncertainty: From Coin Flips to the Law of Large Numbers

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# Video Lecture 1: Taming Uncertainty: From Coin Flips to the Law of Large Numbers
**Speaker:** Prof. Arvind Swaminathan | **Duration:** ~06:30 mins

### Introduction: Why Do We Quantify Uncertainty?
Welcome to Chapter 7: **Introduction to Probability**.
In our daily lives, we constantly make statements under uncertainty:
- *"It will probably rain this evening."*
- *"There is a 50-50 chance India wins the cricket toss."*
- *"The probability of rolling a six on this turn is low."*

Before the 17th century, mathematicians viewed games of chance as entirely mystical or arbitrary.
Blaise Pascal, Pierre de Fermat, and later the Bernoulli brothers realized that while individual random trials cannot be predicted, their **long-run aggregate frequencies follow strict mathematical laws**!

### 1. Empirical (Experimental) Probability
When we conduct an actual experiment with $n$ total trials:
$$P(E) = \frac{\text{Number of trials in which event } E \text{ occurred}}{\text{Total number of trials conducted}}$$
- If a coin is tossed 1,000 times and lands Heads 512 times, the empirical probability is $0.512$.
- The French naturalist Comte de Buffon tossed a coin 4,040 times and got 2,048 heads ($P = 0.5069$).
- English statistician J.E. Kerrich tossed a coin 10,000 times while interned in a camp during World War II, getting 5,067 heads ($P = 0.5067$).

As $n \to \infty$, the empirical probability approaches the theoretical expectation of $0.5$! This is the celebrated **Law of Large Numbers**.
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Step 2: Chance, Random Experiments & Empirical Probability

In empirical science and everyday observation, probability begins with experimental trials.

Figure 7.1: Coin Toss Probability & Trial Frequencies
Figure 7.1: Coin Toss Probability & Trial Frequencies

1. Essential Terminology

  • Random Experiment: An experiment whose individual outcome cannot be predicted with certainty in advance, but whose set of all possible outcomes is known.
  • Trial: A single performance of a random experiment (e.g. flipping a coin once, rolling a die once).
  • Event ($E$): A specific collection of outcomes of an experiment (e.g. getting an odd number on a die).

2. Empirical (Experimental) Probability Formula

If a trial is repeated $n$ times under identical conditions, and event $E$ occurs $m$ times:

$$P(E) = \frac{m}{n} = \frac{\text{Number of trials in which event } E \text{ occurred}}{\text{Total number of trials performed}}$$

3. Historical Coin-Toss Experiments

ExperimenterNumber of Tosses ($n$)Number of Heads ($m$)Empirical Probability ($m/n$)
Comte de Buffon (18th Century)4,0402,0480.5069
J.E. Kerrich (1940s)10,0005,0670.5067
Karl Pearson (1900)24,00012,0120.5005
[!NOTE] As the number of trials increases without bound, the empirical probability converges to the theoretical probability of $0.5$. This convergence is the Law of Large Numbers.
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๐Ÿง  Review Due (Interval: 1 Day) Card 1 of 8 (SM-2 Active Recall)
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What is the definition of the empirical (experimental) probability of an event E?
ANSWER & EXPLANATION (BACK) Space โ†ต to flip
P(E) = (Number of trials in which event E occurred) / (Total number of trials performed).
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