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Python for Biologists

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Author :
Release : 2013
Genre : Biology
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Python for Biologists by : Martin Jones

Download or read book Python for Biologists written by Martin Jones. This book was released on 2013. Available in PDF, EPUB and Kindle. Book excerpt: Python for biologists is a complete programming course for beginners that will give you the skills you need to tackle common biological and bioinformatics problems.

Python Programming for Biology

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Author :
Release : 2015-02-12
Genre : Science
Kind : eBook
Book Rating : 140/5 ( reviews)

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Book Synopsis Python Programming for Biology by : Tim J. Stevens

Download or read book Python Programming for Biology written by Tim J. Stevens. This book was released on 2015-02-12. Available in PDF, EPUB and Kindle. Book excerpt: Do you have a biological question that could be readily answered by computational techniques, but little experience in programming? Do you want to learn more about the core techniques used in computational biology and bioinformatics? Written in an accessible style, this guide provides a foundation for both newcomers to computer programming and those interested in learning more about computational biology. The chapters guide the reader through: a complete beginners' course to programming in Python, with an introduction to computing jargon; descriptions of core bioinformatics methods with working Python examples; scientific computing techniques, including image analysis, statistics and machine learning. This book also functions as a language reference written in straightforward English, covering the most common Python language elements and a glossary of computing and biological terms. This title will teach undergraduates, postgraduates and professionals working in the life sciences how to program with Python, a powerful, flexible and easy-to-use language.

Hands on Data Science for Biologists Using Python

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Author :
Release : 2021-04-08
Genre : Computers
Kind : eBook
Book Rating : 483/5 ( reviews)

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Book Synopsis Hands on Data Science for Biologists Using Python by : Yasha Hasija

Download or read book Hands on Data Science for Biologists Using Python written by Yasha Hasija. This book was released on 2021-04-08. Available in PDF, EPUB and Kindle. Book excerpt: Hands-on Data Science for Biologists using Python has been conceptualized to address the massive data handling needs of modern-day biologists. With the advent of high throughput technologies and consequent availability of omics data, biological science has become a data-intensive field. This hands-on textbook has been written with the inception of easing data analysis by providing an interactive, problem-based instructional approach in Python programming language. The book starts with an introduction to Python and steadily delves into scrupulous techniques of data handling, preprocessing, and visualization. The book concludes with machine learning algorithms and their applications in biological data science. Each topic has an intuitive explanation of concepts and is accompanied with biological examples. Features of this book: The book contains standard templates for data analysis using Python, suitable for beginners as well as advanced learners. This book shows working implementations of data handling and machine learning algorithms using real-life biological datasets and problems, such as gene expression analysis; disease prediction; image recognition; SNP association with phenotypes and diseases. Considering the importance of visualization for data interpretation, especially in biological systems, there is a dedicated chapter for the ease of data visualization and plotting. Every chapter is designed to be interactive and is accompanied with Jupyter notebook to prompt readers to practice in their local systems. Other avant-garde component of the book is the inclusion of a machine learning project, wherein various machine learning algorithms are applied for the identification of genes associated with age-related disorders. A systematic understanding of data analysis steps has always been an important element for biological research. This book is a readily accessible resource that can be used as a handbook for data analysis, as well as a platter of standard code templates for building models.

Computing for Biologists

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Author :
Release : 2014-09-22
Genre : Science
Kind : eBook
Book Rating : 337/5 ( reviews)

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Book Synopsis Computing for Biologists by : Ran Libeskind-Hadas

Download or read book Computing for Biologists written by Ran Libeskind-Hadas. This book was released on 2014-09-22. Available in PDF, EPUB and Kindle. Book excerpt: Computing is revolutionizing the practice of biology. This book, which assumes no prior computing experience, provides students with the tools to write their own Python programs and to understand fundamental concepts in computational biology and bioinformatics. Each major part of the book begins with a compelling biological question, followed by the algorithmic ideas and programming tools necessary to explore it: the origins of pathogenicity are examined using gene finding, the evolutionary history of sex determination systems is studied using sequence alignment, and the origin of modern humans is addressed using phylogenetic methods. In addition to providing general programming skills, this book explores the design of efficient algorithms, simulation, NP-hardness, and the maximum likelihood method, among other key concepts and methods. Easy-to-read and designed to equip students with the skills to write programs for solving a range of biological problems, the book is accompanied by numerous programming exercises, available at www.cs.hmc.edu/CFB.

Advanced Python for Biologists

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Author :
Release : 2014
Genre : Biology
Kind : eBook
Book Rating : 377/5 ( reviews)

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Book Synopsis Advanced Python for Biologists by : Martin O. Jones

Download or read book Advanced Python for Biologists written by Martin O. Jones. This book was released on 2014. Available in PDF, EPUB and Kindle. Book excerpt: Advanced Python for Biologists is a programming course for workers in biology and bioinformatics who want to develop their programming skills. It starts with the basic Python knowledge outlined in Python for Biologists and introduces advanced Python tools and techniques with biological examples. You'll learn: - How to use object-oriented programming to model biological entities - How to write more robust code and programs by using Python's exception system - How to test your code using the unit testing framework - How to transform data using Python's comprehensions - How to write flexible functions and applications using functional programming - How to use Python's iteration framework to extend your own object and functions Advanced Python for Biologists is written with an emphasis on practical problem-solving and uses everyday biological examples throughout. Each section contains exercises along with solutions and detailed discussion.

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