Probability

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Probability is a branch of mathematics concerned with the analysis of random phenomena. The fundamental concepts of probability theory are used in a wide range of fields such as science, engineering, statistics, finance, gambling, art, insurance, and philosophy.

Bayesian Inference

Bayesian Inference

A method of statistical inference in which Bayes' theorem is used to update the probability for a hypothesis as more evidence or information becomes available.

Theorems

The Law of Large Numbers

Describes the results of performing the same experiment a large number of times. According to the law, the average of the results obtained should be close to the expected value.

Distribution Normal

Normal Distribution

A probability distribution that is symmetric about the mean, showing that data near the mean are more frequent in occurrence than data far from the mean.

Simulation

Monte Carlo Methods

A broad class of computational algorithms that rely on repeated random sampling to obtain numerical results, often used in complex probability problems.

Conditional

Conditional Probability

Measures the probability of an event occurring, given that another event has already occurred. This concept is fundamental to Bayesian statistics.

Functions

Probability Density Function

A function of a continuous random variable whose value at any given sample is not given a probability, but instead provides information about probability density.