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    Home»Machine Learning»Making sense of uncertainty. Probability is the foundation of data… | by Reuben D’Souza | Apr, 2025
    Machine Learning

    Making sense of uncertainty. Probability is the foundation of data… | by Reuben D’Souza | Apr, 2025

    Team_AIBS NewsBy Team_AIBS NewsApril 24, 2025No Comments2 Mins Read
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    Introduction to likelihood

    Likelihood is the measure of how seemingly an occasion is to occur. It quantifies uncertainty utilizing a quantity between 0 and 1, the place 0 means the occasion is inconceivable and 1 means the occasion is definite.

    So if the occasion is about tossing a coin the likelihood of getting heads is:

    Likelihood of tossing a coin and getting heads

    What’s an Occasion?

    An occasion in likelihood is solely an consequence or a set of outcomes of an experiment.

    Varieties of occasions

    Mutually unique occasions

    Two occasions that can’t happen on the similar time are mutually unique.

    Venn diagram of mutually unique occasions

    For instance tossing a coin. Getting a heads and tails in a single toss will not be attainable.

    Non — mutually unique occasion

    Two occasions are non-mutually unique if they will each happen concurrently.

    Venn diagram of non mutually unique occasions

    For instance choosing a card from the deck that’s both a King or Hearts.

    Dependent Occasions

    When the end result of an occasion impacts the end result of one other occasion then the occasions are dependent.

    For instance Drawing two playing cards with out alternative from a deck.

    Unbiased Occasions

    When the end result of an occasion doesn’t have an effect on the end result of one other occasion then the occasions are unbiased.

    For instance tossing two cash. The results of the primary doesn’t have an effect on the second.

    Additive Rule

    The additive rule of likelihood is used to search out the likelihood of the union of two occasions. It may be expressed as:

    Additive rule
    • P(A∪B): Likelihood of both occasion A or occasion B occurring (or each).
    • P(A): Likelihood of occasion A occurring.
    • P(B): Likelihood of occasion B occurring.
    • P(A∩B): Likelihood of each occasions A and B occurring

    Multiplication Rule

    The multiplication rule of likelihood is used to search out the likelihood of the intersection of two occasions.

    Multiplication rule
    • P(A∩B): Likelihood of each occasions A and B occurring.
    • P(A): Likelihood of occasion A occurring.
    • P(B∣A): Conditional likelihood that B happens provided that A has already occurred.



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