Python for Bioinformatics: Using machine learning for drug discovery, cluster analysis, and phylogenetics (English Edition)
暫譯: 生物資訊學中的 Python:利用機器學習進行藥物發現、群集分析與系統發生學(英文版)

Verma, Parul, Fatima, Shahnaz

  • 出版商: Bpb Publications
  • 出版日期: 2024-12-07
  • 售價: $1,560
  • 貴賓價: 9.5$1,482
  • 語言: 英文
  • 頁數: 256
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9365897769
  • ISBN-13: 9789365897760
  • 相關分類: Python程式語言Machine Learning生物資訊 Bioinformatics
  • 海外代購書籍(需單獨結帳)

商品描述

DESCRIPTION

Python for Bioinformatics is an essential resource for anyone looking to integrate programming into their biological research. As the field of bioinformatics continues to expand, the ability to analyze vast amounts of biological data becomes increasingly crucial.

This book introduces bioinformatics, blending Python programming with biological data analysis. It covers essentials like string handling, regular expressions, file I/O, and object-oriented programming. You will explore Biopython for sequence alignment, format parsing, and accessing biological databases. Learn data visualization with Matplotlib and apply bioinformatics techniques like sequence alignment and phylogenetic analysis. The final chapter includes hands-on mini-projects to solidify your understanding, making it a practical guide for mastering bioinformatics and Python in real-world applications.

By bridging the gap between biology and computational science, this book empowers readers to tackle real-world challenges in their learning. With clear explanations and practical examples, readers will be well-prepared to apply Python for understanding biological data, contributing to advancements in the field of bioinformatics.

WHAT YOU WILL LEARN

● Understand core Python programming concepts for data analysis.

● Manipulate and analyze biological data effectively using Python.

● Create and manage functions and modules in Python code.

● Visualize complex datasets to identify patterns and insights.

● Implement file-handling techniques for various data types.

● Apply programming skills to real-world bioinformatics projects.

WHO THIS BOOK IS FOR

This book is ideal for students, researchers, and professionals in fields like biology, computer science, and biotechnology who seek to understand and apply bioinformatics techniques to analyze biological data and solve real-world problems.

商品描述(中文翻譯)

描述

《生物資訊學中的 Python》是任何希望將程式設計整合到生物研究中的人的重要資源。隨著生物資訊學領域的持續擴展,分析大量生物數據的能力變得越來越重要。

本書介紹了生物資訊學,將 Python 程式設計與生物數據分析相結合。內容涵蓋了字串處理、正規表達式、檔案 I/O 和物件導向程式設計等基本概念。您將探索 Biopython 進行序列比對、格式解析和訪問生物數據庫。學習使用 Matplotlib 進行數據視覺化,並應用生物資訊學技術,如序列比對和系統發生分析。最後一章包括實作迷你專案,以鞏固您的理解,使其成為掌握生物資訊學和 Python 在實際應用中的實用指南。

通過彌合生物學與計算科學之間的鴻溝,本書使讀者能夠在學習中應對現實世界的挑戰。以清晰的解釋和實用的範例,讀者將能夠充分準備使用 Python 來理解生物數據,並為生物資訊學領域的進步做出貢獻。

您將學到什麼

● 理解用於數據分析的核心 Python 程式設計概念。

● 有效地使用 Python 操作和分析生物數據。

● 在 Python 代碼中創建和管理函數及模組。

● 視覺化複雜數據集以識別模式和見解。

● 實施各種數據類型的檔案處理技術。

● 將程式設計技能應用於現實世界的生物資訊學專案。

本書適合誰

本書非常適合生物學、計算機科學和生物技術等領域的學生、研究人員和專業人士,他們希望理解並應用生物資訊學技術來分析生物數據並解決現實世界的問題。