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Computational Complexity
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== <span style="color: #FFFFFF;">Remembering</span> == * '''Computational Complexity''' β A branch of the theory of computation that focuses on "Classifying" computational problems according to their "Inherent Difficulty." * '''Time Complexity''' β How many "Steps" an algorithm takes relative to the size of the input (n). * '''Space Complexity''' β How much "Memory" an algorithm needs. * '''Big O Notation''' β The language of complexity (e.g., $O(n)$ is "Linear," $O(n^2)$ is "Quadratic," $O(2^n)$ is "Exponential"). * '''P (Polynomial Time)''' β The class of problems that are "Easy" to solve (e.g., 'Sorting a list'). * '''NP (Nondeterministic Polynomial Time)''' β The class of problems where a solution is "Hard to find" but "Easy to check" (e.g., 'A Sudoku puzzle'). * '''NP-Complete''' β The "Hardest" problems in NP; if you can solve one of these quickly, you can solve **All** NP problems. * '''The P vs. NP Problem''' β The $1 Million prize question: "Is every problem whose solution can be checked quickly also able to be solved quickly?" (Most believe the answer is 'No'). * '''Exponential Growth''' β The "Killer" of computers; when adding 1 more item to a list "Doubles" the time needed to solve it. * '''Polynomial Growth''' β The "Friend" of computers; when doubling the input only increases the time by a predictable amount. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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