Algorithms for Dummies 2/e
暫譯: 傻瓜算法(第二版)

Mueller, John Paul, Massaron, Luca

  • 出版商: For Dummies
  • 出版日期: 2022-05-03
  • 定價: $1,140
  • 售價: 8.5$969
  • 語言: 英文
  • 頁數: 448
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1119869986
  • ISBN-13: 9781119869986
  • 相關分類: Algorithms-data-structures
  • 立即出貨 (庫存 < 3)

相關主題

商品描述

THE ALGORITHM KNEW YOU NEEDED ALGORITHMS FOR DUMMIES

Algorithms For Dummies 2nd Edition will explain the basics of what algorithms are, how they work, where they are in our lives, and how to create them yourself. Whether you're an internet user who is curious about the way algorithms affect your online habits, or a computer science student who wants to build a foundation in understanding algorithms, this book can get you started in the right direction.

 

UPDATES:

  • Use pure Python and avoid third party libraries.
  • Create a NumPy replacement in a separate chapter near the beginning that includes:
    • A matrix computation class for matrix operations
    • Special classes for certain operations, such stacking or queuing
  • Get rid of Anaconda and use Google Colab exclusively (this would get rid of the compatibility messages and significantly reduce the amount of introductory materials--we could possibly get rid of Chapter 3 or at least make it much smaller).
  • Modify the Downloading the Datasets and Example Code section of Chapter 3 specifically for Google Colab and place it at the end of Chapter 1 if we decide to get rid of Chapter 3.
  • Create an online repository for the datasets and source code, likely using GitHub. This would allow us to provide updates to the source code when readers find errors and ensure that the right versions of the datasets remain available.
  • Remove Chapter 4 entirely and point the reader to online tutorials instead (this was the most unpopular chapter in the book).
  • Use more step-by-step instructions when possible.
  • Add more graphics (I'm very good with mechanical type drawings and there is a lot to be said for graphs/charts).
  • Use more real world/historical examples if possible (they're extremely popular).
  • Add a chapter on logistic regression (quite a few of our readers have requested one since we already cover linear programming in Chapter 19).
  • Add other useful algorithms if space allows.

商品描述(中文翻譯)

**演算法知道你需要《初學者的演算法》**

《初學者的演算法 第二版》將解釋演算法的基本概念、運作方式、在我們生活中的應用,以及如何自己創建演算法。無論你是對演算法如何影響你的網上習慣感到好奇的網路使用者,還是希望建立演算法理解基礎的計算機科學學生,這本書都能幫助你朝正確的方向開始。

**更新:**

- 使用純 Python,避免使用第三方庫。
- 在書的前面創建一個獨立的章節來替代 NumPy,內容包括:
- 一個用於矩陣運算的矩陣計算類
- 針對某些操作(例如堆疊或排隊)的特殊類別

- 完全去除 Anaconda,專門使用 Google Colab(這樣可以消除相容性訊息,並顯著減少入門材料的數量——我們可能可以去掉第三章,或至少將其縮小很多)。
- 專門為 Google Colab 修改第三章的下載數據集和示例代碼部分,如果我們決定去掉第三章,則將其放在第一章的末尾。
- 創建一個在線數據集和源代碼的存儲庫,可能使用 GitHub。這將使我們能夠在讀者發現錯誤時提供源代碼的更新,並確保正確版本的數據集保持可用。
- 完全刪除第四章,並將讀者指向在線教程(這是書中最不受歡迎的章節)。
- 在可能的情況下使用更多逐步指導。
- 添加更多圖形(我在機械類型的繪圖方面非常擅長,圖表/圖形有很多可說之處)。
- 如果可能,使用更多現實世界/歷史的例子(這些非常受歡迎)。
- 添加一章有關邏輯回歸的內容(我們的許多讀者已經要求這一點,因為我們在第十九章已經涵蓋了線性規劃)。
- 如果空間允許,添加其他有用的演算法。

作者簡介

John Mueller has published more than 100 books on technology, data, and programming. John has a website and blog where he writes articles on technology and offers assistance alongside his published books.

Luca Massaron is a data scientist specializing in insurance and finance. A Google Developer Expert in machine learning, he has been involved in quantitative analysis and algorithms since 2000.

作者簡介(中文翻譯)

約翰·穆勒已出版超過100本有關技術、數據和程式設計的書籍。約翰擁有一個網站和部落格,撰寫有關技術的文章,並提供與他出版的書籍相關的協助。

盧卡·馬薩隆是一位專注於保險和金融的數據科學家。他是機器學習領域的Google開發者專家,自2000年以來一直參與定量分析和算法的工作。