IPython Interactive Computing and Visualization Cookbook
暫譯: IPython 互動計算與視覺化食譜

Cyrille Rossant

  • 出版商: Packt Publishing
  • 出版日期: 2014-09-25
  • 售價: $2,210
  • 貴賓價: 9.5$2,100
  • 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 個實作食譜,幫助您提升在高效能數值計算和數據科學中使用 Python 的技能

本書介紹



  • 利用 IPython notebook 的新功能進行互動式網頁大數據分析和可視化

  • 成為高效能計算和數據分析及科學建模的專家

  • 透過許多實作、以範例為導向的食譜,全面涵蓋科學計算,並提供詳細的逐步解釋

本書適合誰閱讀


本書適合任何對數值計算和數據科學感興趣的人:學生、研究人員、教師、工程師、分析師、愛好者……建議具備基本的 Python/NumPy 知識。具備一些數學技能將有助於您理解計算方法背後的理論。

詳細內容


IPython 是 Python 科學堆疊的核心。憑藉其廣受好評的網頁筆記本,IPython 現在是進行 Python 數據分析和數值計算的理想入口。


《IPython 互動計算與可視化食譜》包含許多可立即使用的專注食譜,適用於高效能科學計算和數據分析。第一部分涵蓋編程技術,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實現高效能計算。第二部分則探討數據科學、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。