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Learning Computational Genomics with Python: Tools, Pipelines, and Machine Learning
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ISBN13: 9798265377418
Publisher: Independently Published
Published: Sep 14 2025
Pages: 234
Weight: 0.70
Height: 0.49 Width: 6.00 Depth: 9.00
Language: English
Publisher: Independently Published
Published: Sep 14 2025
Pages: 234
Weight: 0.70
Height: 0.49 Width: 6.00 Depth: 9.00
Language: English
Learning Computational Genomics with Python: Tools, Pipelines, and Machine Learning is a practical and comprehensive guide for students, researchers, and professionals who want to apply modern computational techniques to biological data. From DNA and RNA sequences to large-scale omics integration, this book bridges the gap between biology and data science with hands-on examples and real-world case studies.
Inside, readers will learn how to:
Whether your goal is to analyze human genomes, study microbial communities, or explore cutting-edge AI applications in biology, this book will give you the foundation to succeed.
Perfect for:
- Set up a Python environment tailored for genomics and bioinformatics.
- Work with DNA, RNA, and protein sequence data using Python libraries.
- Process, align, and analyze next-generation sequencing (NGS) data.
- Explore transcriptomics, epigenomics, and regulatory genomics.
- Apply machine learning-including supervised, unsupervised, and deep learning-to genomic problems.
- Integrate multi-omics datasets for systems-level insights.
- Build reproducible workflows and pipelines for large-scale genomic projects.
- Understand ethical, privacy, and big data challenges in modern genomics.
Whether your goal is to analyze human genomes, study microbial communities, or explore cutting-edge AI applications in biology, this book will give you the foundation to succeed.
Perfect for:
- Graduate and undergraduate students in bioinformatics, computational biology, or data science.
- Researchers and professionals working with genomic and biomedical data.
- Self-learners who want to apply Python to real biological challenges.
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