Computing Skills for Biologists: A Toolbox
暫譯: 生物學家的計算技能:工具箱
Stefano Allesina, Madlen Wilmes
- 出版商: Princeton University
- 出版日期: 2019-01-15
- 售價: $2,550
- 貴賓價: 9.5 折 $2,423
- 語言: 英文
- 頁數: 440
- 裝訂: Paperback
- ISBN: 0691182752
- ISBN-13: 9780691182759
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商品描述
A concise introduction to key computing skills for biologists
While biological data continues to grow exponentially in size and quality, many of today’s biologists are not trained adequately in the computing skills necessary for leveraging this information deluge. In Computing Skills for Biologists, Stefano Allesina and Madlen Wilmes present a valuable toolbox for the effective analysis of biological data.
Based on the authors’ experiences teaching scientific computing at the University of Chicago, this textbook emphasizes the automation of repetitive tasks and the construction of pipelines for data organization, analysis, visualization, and publication. Stressing practice rather than theory, the book’s examples and exercises are drawn from actual biological data and solve cogent problems spanning the entire breadth of biological disciplines, including ecology, genetics, microbiology, and molecular biology. Beginners will benefit from the many examples explained step-by-step, while more seasoned researchers will learn how to combine tools to make biological data analysis robust and reproducible. The book uses free software and code that can be run on any platform.
Computing Skills for Biologists is ideal for scientists wanting to improve their technical skills and instructors looking to teach the main computing tools essential for biology research in the twenty-first century.
- Excellent resource for acquiring comprehensive computing skills
- Both novice and experienced scientists will increase efficiency by building automated and reproducible pipelines for biological data analysis
- Code examples based on published data spanning the breadth of biological disciplines
- Detailed solutions provided for exercises in each chapter
- Extensive companion website
商品描述(中文翻譯)
生物學家關鍵計算技能的簡明介紹
隨著生物數據在大小和質量上持續指數增長,許多當今的生物學家在計算技能方面的訓練並不足以應對這一信息洪流。在生物學家的計算技能一書中,Stefano Allesina和Madlen Wilmes提供了一個有效分析生物數據的寶貴工具箱。
本教科書基於作者在芝加哥大學教授科學計算的經驗,強調自動化重複性任務和構建數據組織、分析、可視化及發佈的管道。該書重視實踐而非理論,書中的範例和練習均來自實際的生物數據,解決了涵蓋生態學、遺傳學、微生物學和分子生物學等整個生物學科範疇的切實問題。初學者將從許多逐步解釋的範例中受益,而更有經驗的研究人員則將學會如何結合工具,使生物數據分析更加穩健和可重複。該書使用的軟體和代碼均為免費,且可在任何平台上運行。
生物學家的計算技能非常適合希望提升技術技能的科學家,以及希望教授二十一世紀生物研究所需主要計算工具的講師。
- 獲取全面計算技能的優秀資源
- 無論是新手還是經驗豐富的科學家,都能通過構建自動化和可重複的生物數據分析管道來提高效率
- 基於已發表數據的代碼範例,涵蓋生物學科的廣泛範疇
- 每章練習提供詳細解答
- 廣泛的伴隨網站