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Bioinformatics with Python Cookbook
Discover modern, next-generation sequencing libraries from the powerful Python ecosystem to perform cutting-edge research and analyze large amounts of biological data Key Features Perform complex bioinformatics analysis using the most essential Python libraries and applications Implement next-generation sequencing, metagenomics, automating analysis, population genetics, and much more Explore various statistical and machine learning techniques for bioinformatics data analysis Book Description Bioinformatics is an active research field that uses a range of simple-to-advanced computations to extract valuable information from biological data, and this book will show you how to manage these tasks...
Fast Python
Master Python techniques and libraries to reduce run times, efficiently handle huge datasets, and optimize execution for complex machine learning applications. Fast Python is a toolbox of techniques for high performance Python including: Writing efficient pure-Python code Optimizing the NumPy and pandas libraries Rewriting critical code in Cython Designing persistent data structures Tailoring code for different architectures Implementing Python GPU computing Fast Python is your guide to optimizing every part of your Python-based data analysis process, from the pure Python code you write to managing the resources of modern hardware and GPUs. You'll learn to rewrite inefficient data structures...
Ethnolinguistic Prehistory
This volume provides the most up-to-date and holistic but compact account of the peopling of the world from the perspective of language, genes and material culture. The book provides detailed answers to the question of where we all came from.
Scale Matters
Scale matters. When conducting research and writing, scholars upscale and downscale. So do the subjects of their work - we scale, they scale. Although scaling is an integrant part of research, we rarely reflect on scaling as a practice and what happens when we engage with it in scholarly work. The contributors aim to change this: they explore the pitfalls and potentials of scaling in an interdisciplinary dialogue. The volume brings together scholars from diverse fields, working on different geographical areas and time periods, to engage with scale-conscious questions regarding human sociality, culture, and evolution. With contributions by Nurit Bird-David, Robert L. Kelly, Charlotte Damm, Andreas Maier, Brian Codding, Elspeth Ready, Bram Tucker, Graeme Warren and others.
Machine Learning in Biotechnology and Life Sciences
Explore all the tools and templates needed for data scientists to drive success in their biotechnology careers with this comprehensive guide Key FeaturesLearn the applications of machine learning in biotechnology and life science sectorsDiscover exciting real-world applications of deep learning and natural language processingUnderstand the general process of deploying models to cloud platforms such as AWS and GCPBook Description The booming fields of biotechnology and life sciences have seen drastic changes over the last few years. With competition growing in every corner, companies around the globe are looking to data-driven methods such as machine learning to optimize processes and reduce ...
Functional Python Programming
Python isn't all about object-oriented programming. Discover a valuable way of thinking about code design through a function-first approach – and learn when you need to use it. Now with detailed exercises at the end of every chapter! Purchase of the print or Kindle book includes a free eBook in PDF format. Key FeaturesLearn how, when, and why to adopt functional elements in your projectsExplore the Python modules essential to functional programming, like itertools and functoolsRevised to cover new features of Python 3.10, exercises at the end of every chapter, and moreBook Description Not enough developers understand the benefits of functional programming, or even what it is. Author Steven...
R Bioinformatics Cookbook
Discover over 80 recipes for modeling and handling real-life biological data using modern libraries from the R ecosystem Key Features Apply modern R packages to process biological data using real-world examples Represent biological data with advanced visualizations and workflows suitable for research and publications Solve real-world bioinformatics problems such as transcriptomics, genomics, and phylogenetics Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe updated second edition of R Bioinformatics Cookbook takes a recipe-based approach to show you how to conduct practical research and analysis in computational biology with R. You’ll learn how to create a...
Connecting Continents
In recent decades, the vast and culturally diverse Indian Ocean region has increasingly attracted the attention of anthropologists, historians, political scientists, sociologists, and other researchers. Largely missing from this growing body of scholarship, however, are significant contributions by archaeologists and consciously interdisciplinary approaches to studying the region’s past and present. Connecting Continents addresses two important issues: how best to promote collaborative research on the Indian Ocean world, and how to shape the research agenda for a region that has only recently begun to attract serious interest from historical archaeologists. The archaeologists, historians, ...
Mastering Numerical Computing with NumPy
Enhance the power of NumPy and start boosting your scientific computing capabilities Key Features Grasp all aspects of numerical computing and understand NumPy Explore examples to learn exploratory data analysis (EDA), regression, and clustering Access NumPy libraries and use performance benchmarking to select the right tool Book Description NumPy is one of the most important scientific computing libraries available for Python. Mastering Numerical Computing with NumPy teaches you how to achieve expert level competency to perform complex operations, with in-depth coverage of advanced concepts. Beginning with NumPy's arrays and functions, you will familiarize yourself with linear algebra conce...
Language Isolates
Language Isolates explores this fascinating group of languages that surprisingly comprise a third of the world’s languages. Individual chapters written by experts on these languages examine the world's major language isolates and language isolates by geographic regions, with up-to-date descriptions of many, including previously unrecorded language isolates. Each language isolate represents a unique lineage and a unique window on what is possible in human language, making this an essential volume for anyone interested in understanding the diversity of languages and the very nature of human language. Language Isolates is key reading for professionals and students in linguistics and anthropology.
