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/Probability Distributions (Binomial and Bernoulli Distributions)
Probability Distributions (Binomial and Bernoulli Distributions)
Knowledge of Probability Distributions is essential in the Data Science field and it is the backbone for understanding many concepts. You'll learn about it in this lesson.
What are probability distributions ?
Probability distribution is a summary of probabilities associated with all the possible outcomes of a random variable X. Probability Distributions have a particular shape that has properties like Mean(Expected Value), Variance, Skewness and Kurtosis.
Example
When we roll a fair dice, the probability of each outcome is equally likely, meaning . We can write it as seen below.
Outcome of Rolling a Dice | Probability |
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