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  • Python編程導論(第2版)
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    圖靈程序設計叢書

    Python編程導論(第2版)

    John V. Guttag (作者) 陳光欣 (譯者)
    本書基于MIT 編程思維培訓講義寫成,主要目標在于幫助讀者掌握并熟練使用各種計算技術,具備用計算思維解決現實問題的能力。書中以Python 3 為例,介紹了對中等規模程序的系統性組織、編寫、調試,幫助讀者深入理解計算復雜度,還講解了有用的算法和問題簡化技術,并探討各類計算工具的使用。與本書第1版相比,第2版全面改寫了后半部分,且書中所有示例代碼都從Python 2 換成了Python 3。
    本書適合對編程知之甚少但想要使用計算方法解決問題的讀者。

    收藏本書能做什么?

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    PS:也會在圖靈社區電報頻道更新

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    出版信息

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    本書特色

    掌握多種不同的思維方式是每個人大學時代的必修課。具備使用計算思維解決問題的能力是程序員入門的基本技能。本書基于作者開授的MIT熱門MOOC教程編寫,旨在培養讀者的計算思維,為其日后的IT生涯打下堅實的編程基礎。

    - 以Python 3為示例,涵蓋Python大部分特性,重在介紹編程語言可以做什么
    - 如何系統性地組織、編寫、調試中等規模的程序
    - 理解計算復雜度
    - 將模糊的問題描述轉化為明確的計算方法,以此解決問題,并深刻理解整個過程
    - 掌握有用的算法以及問題簡化技術
    - 使用隨機性和模擬技術清晰闡述很難得到封閉解的問題
    - 使用計算工具(包括簡單的統計、可視化以及機器學習工具)對數據進行理解與建模

    目錄

    版權聲明 閱讀
    前言 閱讀
    致謝 閱讀
    第 1 章 啟程 閱讀
    第 2 章 Python簡介
    第 3 章 一些簡單的數值程序
    第 4 章 函數、作用域與抽象
    第 5 章 結構化類型、可變性與高階函數
    第 6 章 測試與調試
    第 7 章 異常與斷言
    第 8 章 類與面向對象編程
    第 9 章 算法復雜度簡介
    第 10 章 一些簡單算法和數據結構
    第 11 章 繪圖以及類的進一步擴展
    第 12 章 背包與圖的最優化問題
    第 13 章 動態規劃
    第 14 章 隨機游走與數據可視化
    第 15 章 隨機程序、概率與分布
    第 16 章 蒙特卡羅模擬
    第 17 章 抽樣與置信區間
    第 18 章 理解實驗數據
    第 19 章 隨機試驗與假設檢驗
    第 20 章 條件概率與貝葉斯統計
    第 21 章 謊言、該死的謊言與統計學
    第 22 章 機器學習簡介
    第 23 章 聚類
    第 24 章 分類方法
    Python 3.5速查表

    作者介紹

    John V. Guttag
    1999年~2004年任MIT電氣工程與計算機科學系主任,所授計算機科學系列導論課程深受學生歡迎。目前為計算機科學與人工智能實驗室網絡及移動系統組聯合負責人,還進行軟件工程、機器定理證明、硬件驗證等領域的研究以及培訓工作。獲美國布朗大學英語專業學士學位、應用數學碩士學位,多倫多大學計算機科學博士學位。

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