This expert volume in the Diagnostic Pathology series is an excellent resource for practitioners at all levels of experience and training. Covering all aspects of hospital autopsy in the way it is practiced clinically, this volume incorporates the most up-to-date scientific and technical knowledge to provide a comprehensive overview of all key issues relevant to today’s practice, helping pathologists accurately determine the cause and mechanism of in-hospital death. Richly illustrated and easy to use, Diagnostic Pathology: Hospital Autopsy, second edition, is a visually stunning, one-stop resource for every practicing pathologist, resident, student, or fellow as an ideal day-to-day reference or as a reliable training resource.Features complete coverage of every aspect of autopsy practice-including clinical presentation with chart review, technical and diagnostic aspects of autopsy performance, and reportingPresents classic autopsy techniques while also emphasizing the role of molecular studies and other laboratory and ancillary tests not commonly thought of during autopsy practiceContains new chapters on emerging pathogens and medical entities (deaths from COVID-19 or vaccine complications, multisystem inflammatory disorders in children, adenoviral hepatitis in children, and more), toxicity/pathology associated with new drug therapies (CAR-T, mRNA vaccine-related immune events, etc.), and new cardiac and other medical devicesFeatures new or updated content on morgue/autopsy suite maintenance, enhanced biosafety techniques, the role of the autopsy practitioner in a pandemic setting, and moreProvides important clinical and diagnostic information through more than 1,100 clinical and gross pathology photographs, histologic images, full-color illustrations, and radiologic imagesIncludes case presentations highlighting important aspects of reporting that impact clinicians as well as next of kinFocuses on pathologists in hospital settings, but also provides value to forensic pathologists, private practice pathologists, and others involved in death investigation, such as coroners, medical examiners, law enforcement, and pathology residentsEmploys consistently templated chapters, bulleted content, key facts, a variety of tables, annotated images, pertinent references, and an extensive index for quick, expert referenceIncludes an eBook version that enables you to access all text, figures, and references, with the ability to search, customize your content, make notes and highlights, and have content read aloud. Any additional digital ancillary content may publish up to 6 weeks following the publication date.
While eye care providers are thoroughly familiar with the use of optical coherence tomography (OCT) in the diagnosis and management of glaucoma and retinal diseases, many are not as familiar with its myriad uses for the diagnosis of corneal and anterior segment conditions. Anterior segment OCT (AS-OCT) can help to differentiate between various corneal pathologies, show the anatomy of the angles, obtain information about the lens-capsule complex, and guide contact lens fitting, among many other clinical uses. Clinical Atlas of Anterior Segment OCT expertly guides clinicians through all aspects of AS-OCT with hundreds of high-quality OCT images that highlight the utility of AS-OCT in diagnosing and managing a wide spectrum of anterior segment diseases.Covers the entire normal anatomy of the anterior segment and pathology of the conjunctiva, corneal epithelium, stroma and endothelium, lens, iris, anatomic angle, and clinical settings such as trauma, infection, inflammation, and contact lens fitting.Includes information on using AS-OCT in clinical and surgical settings (intraoperative AS-OCT).Provides rich visual guidance with over 500+ high-quality figures (anterior segment OCT imaging and clinical photos) comparing normal anatomy and a wide range of pathology, including both common and rare disorders and how to differentiate frequently confused conditions.Provides a well-rounded perspective of AS-OCT, including how to use, understand, and capture images.Links high-quality slit lamp images to the corresponding AS-OCT image with clear labels to show the pathology side by side.Features clinical pearls in each chapter to relate key AS-OCT and clinical findings to everyday practice.An eBook version is included with purchase. The eBook allows you to access all of the text, figures, and references, with the ability to search, customize your content, make notes and highlights, and have content read aloud.
In this issue of Pediatric Clinics of North America, guest editors Drs. Paul Lipkin and Joshua Ewen, both of the Kennedy Krieger Institute and Johns Hopkins School of Medicine, bring their considerable expertise to the topic of Autism Spectrum Disorder. While pediatricians now have adopted screening and early identification of autism spectrum disorder into their practices, limited training has been provided around longer-term care throughout their childhood. This issue focuses on the newest information on the fundamental neuroscience and genetics of autism and the care needs of children with autism during middle childhood and adolescence.Contains 14 relevant, practice-oriented topics on the autism constellation and neurodiversity (including autism in adults); diagnosis of autism and its differential; psychopharmacology management of autism; autism in the schools and at home; evidence-based interventions in autism; mortality and autism: suicide and elopement; and more.Provides in-depth clinical reviews on autism spectrum disorder, offering actionable insights for clinical practice.Presents the latest information on this timely, focused topic under the leadership of experienced editors in the field. Authors synthesize and distill the latest research and practice guidelines to create clinically significant, topic-based reviews.
In this issue of Hematology/Oncology Clinics, guest editor Dr. P. Leif Bergsagel brings his considerable expertise to the topic of New Developments in Myeloma. With the advent of next generation sequencing and immune profiling technologies, marked advances have been made recently in the understanding of the molecular and immune pathogenesis of multiple myeloma. Yet even with these advances, there is a continual search for new therapeutic approaches. In this issue, top experts discuss a full range of clinically relevant topics in this complex and fast-changing field.Contains 16 relevant, practice-oriented topics including molecular pathogenesis of multiple myeloma; monoclonal antibodies in the treatment of multiple myeloma; CAR-T cells in the treatment of multiple myeloma; management of newly diagnosed multiple myeloma today, and in the future; approach to high-risk multiple myeloma; new therapies on the horizon for relapsed refractory multiple myeloma; and more.Provides in-depth clinical reviews on new developments in myeloma, offering actionable insights for clinical practice.Presents the latest information on this timely, focused topic under the leadership of experienced editors in the field. Authors synthesize and distill the latest research and practice guidelines to create clinically significant, topic-based reviews.
**Selected for Doody’s Core Titles® 2024 in Radiologic Technology**A sure grasp of cross-sectional anatomy is essential for accurate radiologic interpretation, and Sectional Anatomy by MRI and CT, 5th Edition, provides exactly the information needed in a highly illustrated, quick-reference format. New coverage of the cervical spine, brain, and thumb, as well as new on/off labels in the eBook version make this title an essential diagnostic tool for both residents and practicing radiologists.Features color-coded labels for nerves, vessels, muscles, bone tendons, and ligaments that facilitate accurate identification of key anatomic structures.Provides new on/off labels in the accompanying eBook, as well as scroll and zoom capabilities on photos for convenient access during interpretation sessions and real-time resident education.Presents carefully labeled MRIs for all body parts, as well as schematic diagrams and concise statements, to clarify correlations between bones and tissues.Includes CT scans for selected body parts to enhance anatomic visualization.Features 1165 state-of-the-art images that can be viewed in three standard planes: axial, coronal, and sagittal.An eBook version is included with purchase. The eBook allows you to access all of the text, figures, and references, with the ability to search, customize your content, make notes and highlights, and have content read aloud. Any additional digital ancillary content may publish up to 6 weeks following the publication date.
Better patient management starts with better documentation! Documentation for Rehabilitation, 4th Edition demonstrates how to accurately document treatment progress and patient outcomes using a framework for clinical reasoning based on the International Classification for Functioning, Disability, and Health (ICF) model adopted by the American Physical Therapy Association (APTA). The documentation guidelines in this practical resource are easily adaptable to different practice settings and patient populations in physical therapy and physical therapy assisting. Realistic examples and practice exercises reinforce the understanding and application of concepts, improving skills in both documentation and clinical reasoning. Workbook/textbook format with examples and exercises in each chapter helps reinforce understanding of concepts. Coverage of practice settings includes documentation examples in acute care, rehabilitation, outpatient, home care, nursing homes, pediatrics, school, and community settings. Case examples for a multitude of documentation types include initial evaluations, progress notes, daily notes, letters to insurance companies, Medicare documentation, and documentation in specialized settings. NEW! Movement Analysis - Linking Activities and Impairments content addresses issues related to diagnosis. NEW! An eBook version, included with print purchase, provides access to all the text, figures and references, with the ability to search, customize content, make notes and highlights, and have content read aloud. Updated case examples provide clinical context for patient documentation. Revised content, including updated terminology from the latest updates to the Guide to Physical Therapist Practice, provides the most current information needed to be an effective practitioner. Updated references ensure content is current and applicable for today's practice.
Pragmatic Internet of Everything (IOE) has emerged as a powerful paradigm for representing and solving complex problems. This reference demonstrates how to coordinate behaviour among a collection of semi-autonomous problem-solving agents: how they can coordinate their knowledge, goals and plans to act together, to solve joint problems, or to make individually or globally rational decisions in the face of uncertainty and multiple, conflicting perspectives. The book presents a collection of articles surveying several major recent developments in Pragmatic Internet of Everything (IOE). The book focuses on issues and challenges that arise in building IOE systems for smart cities in real-world settings. It also presents solutions to the issues faced by system architects. The synthesis of recent thinking, both theoretical and applied, on major IOE problems makes this essential reading for anyone involved in the design and planning of IOT systems for smart cities. Key Features -Summarizes available literature and practical ventures with references -Merges different perspectives on IoT technology thereby giving a 360-degree perspective to the reader -Gives some tips for implementation of practical ventures in this space -Includes an analysis of information gathered from citizens of smart cities
Iris and Periocular Recognition using Deep Learning systematically explains the fundamental and most advanced techniques for ocular imprint-based human identification, with many applications in sectors such as healthcare, online education, e-business, metaverse, and entertainment. This is the first-ever book devoted to iris recognition that details cutting-edge techniques using deep neural networks. This book systematically introduces such algorithmic details with attractive illustrations, examples, experimental comparisons, and security analysis. It answers many fundamental questions about the most effective iris and periocular recognition techniques.
Introductory Astrochemistry: From Inorganic to Life-Related Materials provides a detailed examination of the origins of planets, their satellites, and the conditions that led to life itself. Drawing on theories, experiments, observations, calculations, and analytical data from five distinct astrosciences, including astronomy, astrobiology, astrogeology, astrophysics, and astrochemistry, the book provides a comprehensive understanding of the formation and evolution of our Solar System and applies it to other solar systems. The book begins with fundamental knowledge in the astrosciences, building upon understanding systematically up to the formation of the early Solar System. This book is an interdisciplinary reference for researchers and advanced students in astrogeology, astrophysics, astrochemistry, astrobiology, astronomy, and other space sciences, helping to foster a deeper understanding of the interconnections between these disciplines.
Carbon Dioxide Sequestration in Cementitious Construction Materials, Second Edition,offers an updated and comprehensive overview of carbon dioxide storage-based cementitiousconstruction materials, presenting a promising avenue for substantial eco-efficiency andeconomic advantages within the construction sector. The first part examines differentmethods and mechanisms for carbon dioxide sequestration in cementitious materials,including in steel slag, in magnesium-based binders and in autoclaved cement mixtures. Part two explores carbon capture in industrial waste and recycled materials, considering cost,energy, and aqueous carbonation kinetics. The final part is entirely new and investigatesbiological approaches to carbon dioxide sequestration in construction materials, involvingbacteria, bamboo biochar, wood bio-concretes, and bio-inspired materials
Handbook of the Economics of Conflict series, highlights new advances in the field, with this new volume presenting interesting chapters. Each chapter is written by an international board of authors.
Stimuli-Responsive Hydrogels for Ophthalmic Drug Delivery covers fundamental aspects in the preparation of polymeric in-situ, stimuli-responsive hydrogels, including properties, characterization, chemistry, and fabrication of these hydrogels. The book will help the reader select the most appropriate material and design for the desired application. The book goes on to review applications in ophthalmic drug delivery, covering in vitro and in vivo models, animal models, preclinical testing, patents, and more. This is a must-have reference for researchers and academics in the fields of materials science, biomaterials, pharmacology and polymer science, with an interest in clinical aspects of hydrogel design and application.
Young Voices Unheard: Children's Views from Scotland and Greece on Education is a compelling exploration of the perspectives of five to six-year-old children in Greece and Scotland regarding various aspects of their school experiences and their awareness of children's rights. This enlightening book aims to uncover which rights children prioritize and value most in their educational environment, shedding light on critical issues related to their schooling. The book divides its content into two main parts. The theoretical section offers a comprehensive overview of the United Nations Convention on the Rights of the Child and its implications for children's education, emphasizing the importance of respecting children's rights. The author also provides an overview of schooling models for young children. The empirical research section employs a meticulous methodology, involving focus group sessions with 56 children from both Greece and Scotland. Through these sessions, the book captures children's views on three distinct school models, each representing a different degree of adherence to children's rights. The data analysis reveals that young children prioritize rights such as the right to play, safety, consultation, and education. In essence, Young Voices Unheard offers a unique and valuable perspective on children's rights in education. By giving voice to young children and considering their views on educational practices and provisions, this book contributes to the ongoing dialogue about creating more inclusive and rights-respecting educational environments around the world. It serves as a valuable resource for educators, policymakers, and researchers seeking to better understand and enhance the educational experiences of young children.
Sustainable Fillers/Plasticizers for Polymer Composites: Promising Resources presents a comprehensive review of the application and use of biofillers and bioplasticizers for the fabrication of biopolymer-based composites. This book looks first at the historical aspects and then goes on to discuss current trends and recent developments. Emphasis is placed on the future potential of these resources to expand their usage in a broad range of different applications. This book will be a valuable reference resource for both academic and industrial researchers working in materials science, polymer chemistry and engineering, and the manufacturing of polymer composite materials.
Modern Inference Based on Health Related Markers: Biomarkers and Statistical Decision Making provides a compendium of biomarkers based methodologies for respective health related fields and health related marker-specific biostatistical techniques. The book introduces correct and efficient testing mechanisms, including procedures based on bootstrap and permutation methods with the aim of making these techniques assessable to practical researchers. In the biostatistical aspect, it describes how to correctly state testing problems, but it also includes novel results, which have appeared in current statistical publications. In addition, the book discusses also modern applied statistical developments that consider data-driven techniques, including empirical likelihood methods and other simple and efficient methods to derive statistical tools for use in health related studies.
Emerging Technologies for Digital Infrastructure Development is a comprehensive and insightful book that reviews the transformative impact of cutting-edge technologies on the digital landscape. It presents 16 topics, from e-commerce consumer behavior to AI applications in healthcare and cybersecurity, this book offers a detailed overview of the role of technology in shaping the modern world. With a focus on bridging the digital divide in education, the book presents innovative solutions to contemporary challenges. The editors also emphasize the importance of privacy and security in an interconnected world by discussing cybersecurity measures and threat detection strategies. The book serves as a valuable resource for technology professionals, researchers, and academics, offering a deep dive into the latest trends and applications in digital infrastructure. It also caters to business leaders, policy makers, and students seeking to understand the transformative potential of emerging technologies.
Plant-derived Hepatoprotective Drugs is a comprehensive guide that explores the world of medicinal plants and their hepatoprotective properties, offering both basic and applied insights for scholars and hepatology residents. Structured chapters provide a deep dive into the subject, while referencing relevant research and future perspectives. Readers will learn the science behind hepatotoxicity and the role of plants in safeguarding liver health. The book also helps researchers to explore bioactive compounds extracted from plants, along with herbal formulations that contribute to hepatoprotection, and conveys an understanding of the effects of edible plants and spices on liver wellness. A chapter focusing on isolation and characterization of phytochemicals bridges theory and application for discovering and developing hepatoprotective biopharmaceuticals. Key Features: -Gives a thorough understanding of hepatotoxicity and related bioactive compounds.-Comprehensive references to enhance understanding.-Well-structured chapters providing organized knowledge.-Basic and applied information for diverse readers.>This is an ideal reference for pharmacology scholars and residents in hepatology, as well as readers interested in nature's potential in promoting liver health.
Critical Heart Condition During Pregnancy, a volume in the Critical Care Obstetrics series, provides a novel reference to educate physicians, nurses, and all allied healthcare personnel caring for pregnant women with various health compromises specific to cardiac complications. The book's chapters reflect the growing scope of critical care obstetrics and the increasing importance and recognition of the hospital structure's field. All intensivists, regardless of primary discipline, must possess a core set of critical care skills that allow them to manage critically ill patients. The authors have gathered the best evidence-based material explicitly focused on cardiac scenarios.This volume presents cardiac medical-surgical complications that any patient can present during and post-partem, such as Arrhythmias, Endocarditis, Cardiogenic Shock, heart failure, and more.
In this issue of Foot and Ankle Clinics, guest editor Dr. Mark Easley brings his considerable expertise to the topic of Updates on Total Ankle Replacement. Top experts in the field cover total ankle arthroplasty outcomes assessed through gait analysis; total ankle arthroplasty in younger patients; outcomes of lateral transfibular approach for total ankle replacement; outcomes of staged versus simultaneous total ankle replacement; outcomes of total ankle arthroplasty after reoperation; and more.Contains 15 relevant, practice-oriented topics including interpreting outcomes measures in total ankle research; results of total ankle arthroplasty versus ankle arthrodesis; diagnosing and managing infection in total ankle replacement; complications in total ankle replacement; outcomes of revision total ankle replacement; and more.Provides in-depth clinical reviews on total ankle replacement, offering actionable insights for clinical practice.Presents the latest information on this timely, focused topic under the leadership of experienced editors in the field. Authors synthesize and distill the latest research and practice guidelines to create clinically significant, topic-based reviews.
From Crops and Wastes to Bioenergy: Current Status and Challenges is a comprehensive volume on all aspects of biomass utilization for bioenergy, from the fundamentals to the latest commercial and regulatory issues. The book examines all aspects of biomass utilization, from technologies and processes to products. Sections examine the role of biomass in the energy transition, land availability for bioenergy projects, biomass logistics and supply chain, and assesses the lifecycle of bioenergy systems. Chapters are dedicated to each energy conversion route, including thermochemical, biochemical, and chemical, biofuels synthesis, hydrogen from biomass, biorefineries, electricity generation, and waste-to energy.Policy and regulatory issues are also considered. Each chapter reviews the state-of-the-art, discusses disruptive technological approaches, and concludes with specific recommendations on how to achieve commercial competitiveness. Case studies provide examples of real-world applications in each chapter.
Decision Making Models: A Perspective of Fuzzy Logic and Machine Learning presents the latest developments in the field of uncertain mathematics and decision science. The book aims to deliver a systematic exposure to soft computing techniques in fuzzy mathematics as well as artificial intelligence in the context of real-life problems and is designed to address recent techniques to solving uncertain problems encountered specifically in decision sciences. Researchers, professors, software engineers, and graduate students working in the fields of applied mathematics, software engineering, and artificial intelligence will find this book useful to acquire a solid foundation in fuzzy logic and fuzzy systems.Other areas of note include optimization problems and artificial intelligence practices, as well as how to analyze IoT solutions with applications and develop decision-making mechanisms realized under uncertainty.
Bioremediation of Emerging Contaminants from Soils: Soil Health Conservation for Improved Ecology and Food Security deals with current challenges of sustainable soil health using eco-friendly approaches. This book provides ways of reducing the chemical burden on the soil by maintaining balance in terms of society, environment, and economy, which are considered basic pillars of sustainability. Designed to highlight soil health best practices for both environmental and agricultural sustainability, these approaches are also considered important for improving global food security by ensuring safe growing conditions for crops for food and feed. Presented in two parts, this book first highlights emerging contaminants and their sources. The second part explores a variety of steps and tools for addressing contaminated soils, including bio- and phytoremediation options. Case studies in each part provide real-world insights for practical application.
Advances of Energy from Waste: Transformation Methods, Applications and Limitations Under Sustainability provides advanced, systematic information on the environmental transformation of waste and pollutants of various origins into useful products, contributing to the development of the local economy and increasing the sustainability of the energy sector. In addition, remarkable competences in design, performance, efficiency, and implementation of diverse systems utilized for waste energy recovery are evaluated. The book also includes recent advances in biomass-derived green catalysts for various catalytic applications, along with the challenges of controlled synthesis and the impact of morphological, physical, and chemical properties on their adsorption or desorption capability.
The Handbook of Lithium-Ion Battery Pack Design: Chemistry, Components, Types, and Terminology, Second Edition, provides a clear and concise explanation of EV and Li-ion batteries for readers that are new to the field. The second edition expands and updates all topics covered in the original book, adding more details to all existing chapters, and including major updates to align with all the rapid changes the industry has experienced over the past few years. The second edition adds two new chapters; the first delves into the processes of module and pack manufacturing, while the second introduces topics that are adjacent to the battery such as charging infrastructure, battery swapping, and charging as a service. This handbook offers a layman's explanation of the battery industry and technology, including the history of vehicle electrification and battery technology, describing the various terminologies and acronyms, and explaining how to do simple calculations that can be used in determining basic battery sizing, capacity, voltage, and energy. By the end of reading this book, the reader will have a solid understanding of the terminology around Li-ion batteries and be able to undertake simple battery calculations. This book is immensely useful to both beginning and experienced engineers alike. The Handbook of Lithium-Ion Battery Pack Design: Chemistry, Components, Types, and Terminology, Second Edition is a reference tool for anyone that is transitioning into the battery industry. Whether you are an electrical or mechanical engineer, chemist, purchasing, sales, executive, or government, it will help you better appreciate the interrelationships between the various battery engineering fields that are required to understand the battery as an Energy Storage System.
Practical Aviation Security: Predicting and Preventing Future Threats, Third Edition is a complete guide to the aviation security system, from crucial historical events to the policies, policymakers, and major terrorist and criminal acts that have shaped the procedures in use today, as well as the cutting edge technologies that are shaping the future. This text equips readers working in airport security or other aviation management roles with the knowledge to implement effective security programs, meet international guidelines, and responsibly protect facilities or organizations of any size. Using case studies and practical security measures now in use at airports worldwide, readers learn the effective methods and the fundamental principles involved in designing and implementing a security system. The aviation security system is comprehensive and requires continual focus and attention to stay a step ahead of the next attack. Practical Aviation Security, Third Edition, helps prepare practitioners to enter the industry and helps seasoned professionals prepare for new threats and prevent new tragedies.Covers commercial airport security, general aviation and cargo operations, threats, threat detection and response systems, as well as international security issuesLays out the security fundamentals that can ensure the future of global travel and commerceApplies real-world aviation experience to the task of anticipating and deflecting threatsIncludes updated coverage of security related to spaceport and unmanned aerial systems, focusing on IACO (International Civil Aviation Organization) security regulations and guidanceFeatures additional and updated case studies and much more
Nanomaterials in Biomass Conversion: Advances and Applications for Bioenergy, Biofuels and Biobased Products critically reviews basic principles and advances in nanotechnology for the production of biofuels and bioenergy. Sections explain the fundamentals of nanomaterials, their properties, characterization, and basic processes for synthesis while also reviewing various methods and technologies for the conversion of biomass to bioenergy, biofuels, and value-added products using nanomaterials. This includes homogeneous and heterogeneous nano-catalytic systems, nano-photocatalytic conversion, nanomaterial-assisted anaerobic digestion, nanoparticles-immobilized enzymes conversion, the production of biogas, volatile fatty acids, value-added products, and in carbon capture and conversion to sustainable energy products, and much more.Final sections address technoeconomics and financial viability in the context of the circular economy, risk related to toxicology, stability, and environmental impacts, and consider the various challenges and future opportunities of biomass conversion through nanomaterials.
High-Volume Mineral Admixtures in Cementitious Binders: Towards Carbon-Neutral Construction delivers an overview of the broad applications of high-volume supplementary cementitious materials (SCMs) in cementitious binders, addressing the most promising ways to use them to reduce carbon emissions in the construction and building industry. This book focuses on the applications and scientific challenges of high-volume SCMs blends, elaborating on the possibilities as well as offering original perspectives on using different kinds of blended cements in the manufacturing process. Emphasis is placed on activity estimation and quality assessment, the properties of high-volume SCM-blends at both the fresh and hardened stages, self-hydraulic properties, and potential use as the sole binder, as well as associated environmental impacts and carbon footprint reduction.
The Archean Earth: Tempos and Events, Second Edition is a process-based reference book that focuses on the most important events in early Earth, bringing together experts across Earth Sciences to give a comprehensive overview of the main events of the Archean Eon, as well as of the rates at which important geological and geobiological processes occurred in the same time interval. Over the last two decades, significant progress has been made in our understanding of the processes and events on the early Earth corresponding to advances in the analytical technologies and the continuing efforts of many colleagues that pursue their passion of unravelling the Archean rock record.The book addresses the origin of the Earth, succeeding impact events, and the evolution of the early Earth, covering topics such as Archean tectonics, volcanism, generation of continental crust, and the ongoing debate about the onset of plate tectonics; the evolution and models for Earth's hydrosphere and atmosphere; the Archean atmosphere and chemical sedimentation; and sedimentation through Archean time; among others. Each topic is well-illustrated and includes a closing commentary at the end of each chapter, leading up to the final chapter which blends the major geological events and rates at which important processes occurred into a synthesis, postulating a number of "event clusters" in the Archean when significant changes occurred in many natural systems and geological environments
Numerical Machine Learning is a simple textbook on machine learning that bridges the gap between mathematics theory and practice. The book uses numerical examples with small datasets and simple Python codes to provide a complete walkthrough of the underlying mathematical steps of seven commonly used machine learning algorithms and techniques, including linear regression, regularization, logistic regression, decision trees, gradient boosting, Support Vector Machine, and K-means Clustering. Through a step-by-step exploration of concrete numerical examples, the students (primarily undergraduate and graduate students studying machine learning) can develop a well-rounded understanding of these algorithms, gain an in-depth knowledge of how the mathematics relates to the implementation and performance of the algorithms, and be better equipped to apply them to practical problems. Key features -Provides a concise introduction to numerical concepts in machine learning in simple terms -Explains the 7 basic mathematical techniques used in machine learning problems, with over 60 illustrations and tables -Focuses on numerical examples while using small datasets for easy learning -Includes simple Python codes -Includes bibliographic references for advanced reading The text is essential for college and university-level students who are required to understand the fundamentals of machine learning in their courses.
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