Hands on Data Science for Biologists Using Python - 9780367546793
  • Hands on Data Science for Biologists Using Python - 9780367546793

Hands on Data Science for Biologists Using Python - 9780367546793

New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ... Read moreabout the conditionNew: A new, unread, unused book in perfect condition with no missing or damaged pages. See the seller's listing for full details. See all condition definitionsopens in a new window or tab
€254.88
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Description
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.
Product Details
10 Items

Data sheet

Type
Textbook
Author
Yasha Hasija, Rajkumar Chakraborty
Format
Hardcover
Language
English
Item Height
254mm
Item Width
178mm
Number of Pages
286 Pages
Item Weight
708g
Publisher
Taylor & Francis LTD
Publication Year
2021

Specific References

ISBN
9780367546793
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