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Bioinformatics with Python Cookbook. Solve advanced computational biology problems and build production pipelines with Python & AI tools - Fourth Edition Shane Brubaker

Język publikacji: angielski
Bioinformatics with Python Cookbook. Solve advanced computational biology problems and build production pipelines with Python & AI tools - Fourth Edition Shane Brubaker - okladka książki

Bioinformatics with Python Cookbook. Solve advanced computational biology problems and build production pipelines with Python & AI tools - Fourth Edition Shane Brubaker - okladka książki

Autor:
Shane Brubaker
Serie wydawnicze:
Cookbook
Ocena:
Bioinformatics with Python Cookbook is a recipe-based guide that helps you choose from a wide range of Python packages and approaches for classic bioinformatics problems.
Starting with the fundamentals of key Python libraries used for data science and BioInformatics, you will progress through key tasks in sequencing analysis, quality control, alignment and variant calling. Along the way you learn important tips about modern coding practices and recent advances in the field. You will deep dive into core bioinformatics tasks such as phylogenetic analysis and population genomics. You’ll work with practical examples using libraries such as numpy, pandas, & sci-kit learn. The book provides exposure to the wealth of modern public bioinformatics databases available. You'll gain hands-on knowledge of important cloud computing approaches and learn how to set up workflow orchestration systems for controlling bioinformatics pipelines. You will gain an understanding of how bioinformatics is evolving to include AI and we’ll try out new techniques such as Large Language Models to design proteins and DNA.
By the end of this book you will gain a functional understanding of using Python for Bioinformatics and how to launch Bioinformatics pipelines.

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O autorze książki

Shane Brubaker is a Senior Bioinformatics Manager and researcher at Myriad Genetics, where he contributes to advancing genetic testing and cancer research through cutting-edge sequencing technologies.

He holds a B.S. in Computer Science from Purdue University and an M.S. in Biology from the University of Oregon.

With extensive experience in synthetic biology and human health, Shane has leveraged bioinformatics to drive scientific innovation, develop new products, and advocate for impactful solutions in both human and environmental health.

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Packt Publishing - inne książki

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