IPython Interactive Computing and Visualization Cookbook

Cyrille Rossant

  • 出版商: Packt Publishing
  • 出版日期: 2014-09-25
  • 售價: $2,130
  • 貴賓價: 9.5$2,024
  • 語言: 英文
  • 頁數: 423
  • 裝訂: Paperback
  • ISBN: 1783284811
  • ISBN-13: 9781783284818
  • 相關分類: Python程式語言
  • 海外代購書籍(需單獨結帳)

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商品描述

Over 100 hands-on recipes to sharpen your skills in high-performance numerical computing and data science with Python

About This Book

  • Leverage the new features of the IPython notebook for interactive web-based big data analysis and visualization
  • Become an expert in high-performance computing and visualization for data analysis and scientific modeling
  • A comprehensive coverage of scientific computing through many hands-on, example-driven recipes with detailed, step-by-step explanations

Who This Book Is For

Intended to anyone interested in numerical computing and data science: students, researchers, teachers, engineers, analysts, hobbyists... Basic knowledge of Python/NumPy is recommended. Some skills in mathematics will help you understand the theory behind the computational methods.

In Detail

IPython is at the heart of the Python scientific stack. With its widely acclaimed web-based notebook, IPython is today an ideal gateway to data analysis and numerical computing in Python.

IPython Interactive Computing and Visualization Cookbook contains many ready-to-use focused recipes for high-performance scientific computing and data analysis. The first part covers programming techniques, including code quality and reproducibility; code optimization; high-performance computing through dynamic compilation, parallel computing, and graphics card programming. The second part tackles data science, statistics, machine learning, signal and image processing, dynamical systems, and pure and applied mathematics.

商品描述(中文翻譯)

超過100個實踐性的食譜,以提升您在Python高效數值計算和數據科學方面的技能。

關於本書
- 利用IPython筆記本的新功能,進行交互式基於Web的大數據分析和可視化。
- 成為高性能計算和數據分析以及科學建模方面的專家。
- 通過許多實踐性的、以示例驅動的食譜,詳細解釋每個步驟,全面涵蓋科學計算。

本書適合對數值計算和數據科學感興趣的任何人:學生、研究人員、教師、工程師、分析師、愛好者...建議具備Python/NumPy的基本知識。一些數學技能將有助於理解計算方法背後的理論。

詳細內容
IPython是Python科學堆棧的核心。憑藉其廣受好評的基於Web的筆記本,IPython如今是Python中進行數據分析和數值計算的理想入口。

《IPython互動計算和可視化食譜》包含許多可立即使用的專注食譜,用於高性能科學計算和數據分析。第一部分涵蓋編程技巧,包括代碼質量和可重現性;代碼優化;通過動態編譯、並行計算和圖形卡編程進行高性能計算。第二部分涉及數據科學、統計學、機器學習、信號和圖像處理、動態系統以及純數學和應用數學。