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Probability Basics
What is Probability?
Probability is the measure of the likelihood that an event will occur. It ranges from 0 (impossible event) to 1 (certain event). Probability helps in assessing risk and making predictions.
Basic Probability Concepts
Experiment: A procedure that produces outcomes. For example, rolling a dice.
Outcome: A possible result of an experiment. For example, getting a 4 when rolling a dice.
Event: A set of outcomes of an experiment. For example, rolling an even number.
Sample Space:The set of all possible outcomes of an experiment. For example, the sample space for rolling a dice is {1, 2, 3, 4, 5, 6}.
Probability Rules
Addition Rule: The probability of either of two mutually exclusive events occurring is the sum of their individual probabilities. For example, the probability of rolling a 2 or a 4 on a dice is 1/6 + 1/6 = 1/3.
Multiplication Rule: The probability of two independent events both occurring is the product of their individual probabilities. For example, the probability of flipping a coin and getting heads twice is 1/2 * 1/2 = 1/4.
Probability Distributions
Uniform Distribution: All outcomes are equally likely. For example, rolling a fair dice.
Normal Distribution: Data is symmetrically distributed with a bell-shaped curve. Many natural phenomena follow a normal distribution, such as heights or test scores.
Example
The probability of rolling a 3 on a fair six-sided dice is 1/6. The probability of rolling either a 3 or a 5 is 1/6 + 1/6 = 1/3. The probability of flipping a coin and getting heads is 1/2.
Activity
Calculate the probability of drawing an Ace from a standard deck of 52 cards. What is the probability of drawing an Ace or a King? What is the probability of drawing an Ace and then a King without replacement?
Quiz
1. What is probability?
- a) A measure of how likely an event is to occur
- b) A measure of central tendency
- c) A type of graph
- d) A numerical value
2. True or False: The probability of an impossible event is 1.
- a) True
- b) False
3. What is the range of probability values?
- a) 0 to 1
- b) 0 to 100
- c) -1 to 1
- d) -100 to 100
4. What is the probability of getting a head when flipping a fair coin?
- a) 0
- b) 0.25
- c) 0.5
- d) 1
5. Which rule is used to find the probability of either of two mutually exclusive events occurring?
- a) Addition rule
- b) Multiplication rule
- c) Complement rule
- d) Bayes' theorem
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