A Guide To Applied Machine Learning For Biologists
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A Guide To Applied Machine Learning For Biologists
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Author : Mohammad "Sufian" Badar
language : en
Publisher: Springer Nature
Release Date : 2023-06-21
A Guide To Applied Machine Learning For Biologists written by Mohammad "Sufian" Badar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-21 with Science categories.
This textbook is an introductory guide to applied machine learning, specifically for biology students. It familiarizes biology students with the basics of modern computer science and mathematics and emphasizes the real-world applications of these subjects. The chapters give an overview of computer systems and programming languages to establish a basic understanding of the important concepts in computer systems. Readers are introduced to machine learning and artificial intelligence in the field of bioinformatics, connecting these applications to systems biology, biological data analysis and predictions, and healthcare diagnosis and treatment. This book offers a necessary foundation for more advanced computer-based technologies used in biology, employing case studies, real-world issues, and various examples to guide the reader from the basic prerequisites to machine learning and its applications.
Applied Machine Learning And Deep Learning Architectures And Techniques
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Author : Nitin Liladhar Rane
language : en
Publisher: Deep Science Publishing
Release Date : 2024-10-13
Applied Machine Learning And Deep Learning Architectures And Techniques written by Nitin Liladhar Rane and has been published by Deep Science Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-13 with Computers categories.
This book provides an extensive overview of recent advances in machine learning (ML) and deep learning (DL). It starts with a comprehensive introduction to the latest architectural and design practices, with an overview of basic techniques and optimization algorithms and methodologies that are fundamental to modern ML/DL development followed by the tools and frameworks that are driving innovation in ML/DL. The presentation then points to the central position of ML and DL in developing generative AI like ChatGPT. Then look at different industrial applications such as explaining the real-world impacts of each. This includes challenges around corroborate artificial Intelligence (AI), and trustworthy AI, and so on. Finally, the book presents a futuristic vision on the potentials and implications of future ML and DL architectures, making it an ideal guide for researchers, practitioners and industry professionals. This book will be a significant resource for comprehending present advancements, addressing encounter challenges, and traversing the ML and DL landscape in future, making it an indispensable reference for anyone interested in applying these technologies across sectors.
Ai And Blockchain In Smart Grids
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Author : Shrikant Tiwari
language : en
Publisher: CRC Press
Release Date : 2025-04-17
Ai And Blockchain In Smart Grids written by Shrikant Tiwari and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-17 with Technology & Engineering categories.
AI and Blockchain in Smart Grids: Fundamentals, Methods, and Applications examines the cutting-edge solution that combines artificial intelligence (AI), blockchain technology, and digital twin concepts to innovate the management and optimization of electrical power distribution. This innovative approach enhances the resilience, efficiency, and security of electricity grids while providing real-time insights for grid operators and stakeholders. The book covers such key elements as using: Digital twins in smart grids to gather real-time data from various grid components AI-powered analytics to process the data generated by digital twins and to analyze this information to detect patterns, predict grid failures, and recommend adjustments to enhance a grid's performance Blockchain-based security to ensure the secure and transparent management of data within a smart grid, especially a tamper-resistant ledger to store information related to energy production, distribution, and consumption Decentralized data sharing to allow grid data to be shared securely among various stakeholders, including utilities, regulators, and consumers Grid optimization techniques to improve electricity distribution, reduce energy waste, and balance supply and demand efficiently Select real-world case studies and practical examples demonstrate how AI and blockchain are currently being applied to enhance grid management, energy distribution, and sustainability. By explaining to researchers, academics, and students how AI and blockchain can revolutionize electricity distribution and make grids smarter, more secure, and environmentally friendly, the book points to a future where grid operators, regulators, and consumers will benefit from real-time data and a resilient, efficient energy ecosystem.
Multimodal Data Fusion For Bioinformatics Artificial Intelligence
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Author : Umesh Kumar Lilhore
language : en
Publisher: John Wiley & Sons
Release Date : 2025-01-14
Multimodal Data Fusion For Bioinformatics Artificial Intelligence written by Umesh Kumar Lilhore and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-14 with Computers categories.
Multimodal Data Fusion for Bioinformatics Artificial Intelligence is a must-have for anyone interested in the intersection of AI and bioinformatics, as it delves into innovative data fusion methods and their applications in ‘omics’ research while addressing the ethical implications and future developments shaping the field today. Multimodal Data Fusion for Bioinformatics Artificial Intelligence is an indispensable resource for those exploring how cutting-edge data fusion methods interact with the rapidly developing field of bioinformatics. Beginning with the basics of integrating different data types, this book delves into the use of AI for processing and understanding complex “omics” data, ranging from genomics to metabolomics. The revolutionary potential of AI techniques in bioinformatics is thoroughly explored, including the use of neural networks, graph-based algorithms, single-cell RNA sequencing, and other cutting-edge topics. The second half of the book focuses on the ethical and practical implications of using AI in bioinformatics. The tangible benefits of these technologies in healthcare and research are highlighted in chapters devoted to precision medicine, drug development, and biomedical literature. The book addresses a wide range of ethical concerns, from data privacy to model interpretability, providing readers with a well-rounded education on the subject. Finally, the book explores forward-looking developments such as quantum computing and augmented reality in bioinformatics AI. This comprehensive resource offers a bird’s-eye view of the intersection of AI, data fusion, and bioinformatics, catering to readers of all experience levels.
Microbiology In The Era Of Artificial Intelligence
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Author : Muhammad Ali Syed
language : en
Publisher: CRC Press
Release Date : 2025-04-17
Microbiology In The Era Of Artificial Intelligence written by Muhammad Ali Syed and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-17 with Medical categories.
Written by leading experts, the book covers a broad range of topics pertaining to the myriad uses of artificial intelligence in microbiology. The book explores how AI and computation can play a key role in understanding and uncovering microscopic mysteries that defy other means of microbiological study. Like other fields of life science, the impact of next generation sequencing and bioinformatics are revolutionizing microbiology. In addition, the emerging role of quantum and nanotechnology in understanding the nature of microbial life is also explored. A special feature of the book is fascinating discussion of the transformation currently underway from classic microbiology to next generation microbiology. This is a must-read book for microbiology students and researchers who want to be at the forefront of this exciting field. Key Features: • Provides an overview and perspectives on the future of microbiology • Documents recent advances in microbiology • Contributions from an international team of leading researchers • Reviews the emerging role of applications from other fields like nanotechnology, artificial intelligence, and genomics • Stimulates academics and researchers to pursue multidisciplinary research
Neuroreceptor Endocytosis And Signaling In Health And Disease
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Author : Indra Mani
language : en
Publisher: Springer Nature
Release Date : 2025-04-26
Neuroreceptor Endocytosis And Signaling In Health And Disease written by Indra Mani and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-26 with Science categories.
This book covers a wide range of neuroreceptor topics, including receptor endocytosis and signaling and the role of neuroreceptors in health and disease conditions. It focuses on various important nervous system receptors and their biomedical applications, especially receptor signaling. The book provides a look into the current developments of various neuroreceptors responsible for pathophysiological conditions. It is a valuable, cutting-edge, in-depth reference on neuroreceptors, featuring clearly written chapters from major contributors in the field. The central aim is to aid future investigators, researchers, students, and stakeholders to perform their research with greater ease. This book provides an excellent basis from which scientific knowledge can grow, widen, and accelerate receptor biology tools toward biomedical applications.
Hands On Data Science For Biologists Using Python
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Author : Yasha Hasija
language : en
Publisher: CRC Press
Release Date : 2021-04-08
Hands On Data Science For Biologists Using Python written by Yasha Hasija and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-08 with Computers categories.
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.
Covid 19 Causes Transmission Diagnosis And Treatment
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Author : Mohammad Sufian Badar
language : en
Publisher: Bentham Science Publishers
Release Date : 2024-11-25
Covid 19 Causes Transmission Diagnosis And Treatment written by Mohammad Sufian Badar and has been published by Bentham Science Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-25 with Computers categories.
COVID-19: Causes, Transmission, Diagnosis, and Treatment is a simple guide to COVID-19 for all readers to give a thorough perspective about the disease. It comprehensively covers information about SARS-CoV-2 biology, clinical treatment and associated problems. It starts with key introductory topics such as COVID-19 epidemiology and viral biology. Next, it covers basic COVID-19 treatments and the impact of the disease in public health and economies. The book concludes by providing information on advanced technologies for COVID-19 radiograph imaging with AI and other machine learning techniques. Overall, content equips readers with a basic understanding about COVID-19 and the role of new technologies in overcoming challenges posed by the viral pandemic. Key Features - An accessible resource on COVID-19 for all readers - Introduces the reader to SARS-CoV-2 variants, transmission routes and replication - Explains COVID-19 symptoms and treatment methods - Covers a diverse range of issues surrounding the COVID-19 pandemic - Highlights key risks and challenges associated with COVID-19 - Covers current and emerging computer technologies that are useful for COVID-19 infection control - Includes references for advanced readers.
Python Programming For Biology
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Author : Tim J. Stevens
language : en
Publisher: Cambridge University Press
Release Date : 2015-02-12
Python Programming For Biology written by Tim J. Stevens and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-02-12 with Computers categories.
This book introduces Python as a powerful tool for the investigation of problems in computational biology, for novices and experienced programmers alike.
Nanotechnology Based Sensing Platforms For Illicit Drugs
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Author : Sayan Ganguly
language : en
Publisher: Elsevier
Release Date : 2025-04-11
Nanotechnology Based Sensing Platforms For Illicit Drugs written by Sayan Ganguly and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-11 with Science categories.
Nanotechnology-Based Sensing Platforms for Illicit Drugs reviews different types of sensors that detect illicit drugs, with a special focus on the advantages provided by incorporating nanotechnology in their design. The book starts with the fundamentals, classification, progress, the current state of research on nanotechnology-based sensors, and an overview of materials commonly used. Subsequent chapters focus on the chemical interactive behaviors of drugs and their detection methods. It includes a thorough discussion on the design, fabrication, and characterization of sensors for illicit drug detection. Final sections provide an overall outlook on recent technological advances in drug detection devices and future research.This book is a valuable resource for researchers, scientists, and professionals interested in biosensors, nanotechnology, and their applications in illicit drug detection. - Reviews cutting-edge research in the fabrication, characterization, properties, and application of sensors for illicit drugs - Presents a wide range of applications for nanomaterials in sensor-based technologies - Highlights sensing mechanisms and their behavior against different molecules