Algorithms illuminated (part 1): the basics - Tim Roughgarden
Tim Roughgarden

Algorithms illuminated (part 1): the basics - Tim Roughgarden

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Algorithms are the heart and soul of computer science.

Their applications range from network routing and computational genomics to public-key cryptography and machine learning.

Studying algorithms can make you a better programmer, a clearer thinker, and a master of technical interviews.

Algorithms Illuminated is an accessible introduction to the subject for anyone with at least a little programming experience.

The exposition emphasizes the big picture and conceptual understanding over low-level implementation and mathematical details---like a transcript of what an expert algorithms tutor would say over a series of one-on-one lessons.

Part 1 covers asymptotic analysis and big-O notation, divide-and-conquer algorithms and the master method, randomized algorithms, and several famous algorithms for sorting and selection.

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Algorithms illuminated (part 1): the basics - Tim Roughgarden

Algorithms illuminated (part 1): the basics - Tim Roughgarden

111.54 Lei