Algorithms Illuminated -- Part 1 : The Basics (Paperback)

Tim Roughgarden

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商品描述

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.

商品描述(中文翻譯)

演算法是計算機科學的核心和靈魂。它們的應用範圍從網絡路由和計算基因組學到公鑰加密和機器學習。學習演算法可以使你成為一個更好的程序員,一個更清晰的思考者,以及技術面試的大師。《演算法照明》是一本對於至少有一點編程經驗的人來說易於理解的入門書。該書強調整體概念和概念理解,而不是低層次實現和數學細節,就像一系列一對一課程中專業演算法導師會說的內容一樣。第一部分涵蓋了漸進分析和大O符號、分治算法和主方法、隨機算法以及幾個著名的排序和選擇算法。