Python for Bioinformatics: Using machine learning for drug discovery, cluster analysis, and phylogenetics

Python for Bioinformatics: Using machine learning for drug discovery, cluster analysis, and phylogenetics (English Edition)

Python for Bioinformatics: Using machine learning for drug discovery, cluster analysis, and phylogenetics (English Edition)

Author:by Dr. Parul Verma (Author), Dr. Shahnaz Fatima (Author)

Publisher finelybook 出版社:‏‎BPB Publications

Edition 版本:‏N/A

Publication Date 出版日期:‏2024-12-7

Language 语言:English

Print Length 页数:256pages

ISBN-10:9365897769

ISBN-13:9789365897760

Book Description

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.

Key Features

● Comprehensive Python guide tailored for bioinformatics applications.

● Hands-on projects to solidify concepts and enhance practical skills.

● In-depth exploration of Python for its efficient use in 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.

Table of Contents

1. Introduction to Bioinformatics and its Applications

2. Bioinformatics and its Use Cases

3. Introduction to Python and Basic Programming

4. String Handling, Modular Programming, and Data Structures

5. File Handling and Object Oriented Concept

6. Basic Concept of Biopython Module

7. Pattern Matching with Regular Expression

8. Data Handling and Visualization in Bioinformatics

9. Mini Applications in Bioinformatics

10. Mini Projects on Bioinformatics

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PDF, (conv), EPUB | 14 MB | 2025-02-20
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