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lecture 26: efficiency and complexity of algorithms

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  • What is efficiency and complexity of algorithms?

    Typically, algorithmic efficiency is measured by complexity.
    Computational complexity can be measured in space and time.
    Space complexity denotes space required for execution, and Time complexity denotes the number of operations required to complete execution [7].

  • What is algorithms and complexity?

    The (computational) complexity of an algorithm is a measure of the amount of computing resources (time and space) that a particular algorithm consumes when it runs.

  • How efficient is an algorithm?

    Algorithm efficiency relates to how many resources a computer needs to expend to process an algorithm.
    The efficiency of an algorithm needs to be determined to ensure it can perform without the risk of crashes or severe delays.
    If an algorithm is not efficient, it is unlikely to be fit for its purpose.

  • The two primary metrics for assessing algorithm efficiency which determines how many resources are required on a system to process it are time complexity and space complexity.
    Space measures how much memory is needed, and time measures how long it takes to run the algorithm.

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lecture 26: efficiency and complexity of algorithms