Learn to code with Python

Designed as a textbook for a one or two-term introduction to mathematical statistics for students training to become data scientists, Foundations of Statistics for Data Scientists: With R and Python is an in-depth presentation of the topics in statistical science with which any data scientist should be familiar, including probability distributions, descriptive and inferential statistical methods, and linear modelling. The book assumes knowledge of basic calculus, so the presentation can focus on 'why it works' as well as 'how to do it.' Compared to traditional "mathematical statistics" textbooks, however, the book has less emphasis on probability theory and more emphasis on using software to implement statistical methods and to conduct simulations to illustrate key concepts. All statistical analyses in the book use R software, with an appendix showing the same analyses with Python.The book also introduces modern topics that do not normally appear in mathematical statistics texts but ar

Artificial intelligence (AI) stands out as a transformational technology of the digital age. Its practical applications are growing very rapidly. One of the chief reasons AI applications are attaining prominence, is in its design to learn continuously, from real-world use and experience, and its capability to improve its performance.It is no wonder that the applications of AI span from complex high-technology equipment manufacturing to personalized exclusive recommendations to end-users. Many deployments of AI software, given its continuous learning need, require computation platforms that are resource intense, and have sustained connectivity and perpetual power through central electrical grid. In order to harvest the benefits of AI revolution to all of humanity, traditional AI software development paradigms must be upgraded to function effectively in environments that have resource constraints, small form factor computational devices with limited power, devices with intermittent or no

Fully updated throughout, with several new chapters, this second edition of Introduction to Inverse Problems in Imaging guides advanced undergraduate and graduate students in physics, computer science

Solution-Focused Play Therapy is an essential text that blends the process of play therapy with solution-focused therapy. With a focus on child strengths and resources, this book identifies key concepts and principles in solution-focused play therapy (SFPT). The author provides neurobiological and developmental support for SFPT and guidance on how practitioners can transition from using a non-directive approach to a more directive and activity-based approach based on the developmental needs of the child.Chapters describe the 12 basic skills needed for employing this approach with children of all ages and their families. Harnessing a strengths-oriented approach, the author presents expressive ways to use key SFPT techniques, including the miracle question, scaling, finding exceptions, and end-of-session feedback. Clinicians will come away from the book with a suite of interventions, strategies, handouts, and forms that can be employed with children of all ages and their families, from s

The field of fan studies has seen exponential growth in recent years and this companion brings together an internationally and interdisciplinarily diverse group of established scholars to reflect on the state of the field and to point to new research directions. Engaging an impressive array of media texts and formats and incorporating a variety of methodologies, this collection is organized into six main sections: methods and ethics, technologies and practices, identities, race and transcultural fandom, industry, and futures. Each section concludes with a conversation among some of the field's leading scholars and industry insiders to address a wealth of questions relevant to each section topic.

The COVID-19 pandemic has affected the entire world in an unprecedented way and this book provides an overview of the historical facts as well as ongoing approaches to tackle the COVID-19 pandemic. Experts of the respective domains provide details on anti-SARS-COV-2 drug strategies, including repurposing drugs used for other indications and development of novel drugs looking at different approaches to target virus entry and replication. COVID-19 vaccine development based on inactivated and attenuated live virus, protein subunit and peptide-based vaccines and utilization of vaccine candidates based on viral vectors, DNA and RNA are presented for both preclinical studies and clinical trials.Key Features* Explains the background of the COVID-19 pandemic, the current progress in the development of treatments and prevention of COVID-19 including future aspects of dealing with pandemics. * Serves as a timely repository of knowledge on COVID-19 for researchers and medical professionals engage

This book is a practical guide to all aspects of modern journalism for anyone seeking to study for the National Council for the Training of Journalists (NCTJ) Diploma in Journalism and become a qualified journalist in the UK.Written in collaboration with the NCTJ, Essential Journalism outlines everything you need to know about the journalism industry today, from its ethical framework to its practice across print, television, radio, online and social media. It looks at the core principles and the skills that are required of journalists across all platforms, helping students develop an overall understanding of the business and examining the application and adaptation of traditional best practice to the demands of the digital age. This is a unique one-stop shop for anyone who wants to understand the nature and purpose of journalism, and how it is changing and evolving in today’s digital newsrooms.This book is a core resource for journalism trainees and undergraduates, as well as for seaso

The second edition of this easy-to-understand pocket guide remains an invaluable tool for students, assistant practitioners and radiographers. Providing an accessible introduction to the subject in a reader-friendly format, it includes diagrams and photographs to support the text. Each chapter provides clear learning objectives and a series of MCQs to test reader assimilation of the material.The book opens with overviews of image production, basic mathematics and imaging physics, followed by detailed chapters on the physics relevant to producing diagnostic images using X-rays and digital technologies. The content has been updated throughout and includes a new chapter on CT imaging and additional material on radioactivity, dosimetry, and imaging display and manipulation. Clark's Essential Physics in Imaging for Radiographers supports students in demonstrating an understanding of the fundamental definitions of physics applied to radiography ...all you need to know to pass your exams!

This book is a comprehensive treatise on infective and inflammatory pathologies of the cornea with corresponding clinical images and diagrammatic illustrations. Corneal infections and inflammations are a major cause of ocular morbidity and visual impairment. Early diagnosis and treatment can lead to improved visual outcome and quality of life.Both infectious (bacterial, fungal, viral and protozoan) and non-infectious keratitis that cause corneal vascularisation, scarring and vision loss are covered extensively. The illustrated clinical findings presented in the form of diagrams, photographs, cases and videos aim to serve as a practical teaching tool for fellows, trainees and practising ophthalmologists. KEY FEATURESFocuses on clinically relevant parts of corneal diseases, using illustrations with arrows indicating different pathologies and signsServes as a ready clinical compendium for trainees, fellows and ophthalmologistsExplores various corneal pathologies through a wealth of accomp

This book provides a significant contribution to the increasing conversation concerning the place of big data in education. Offering a multidisciplinary approach with a diversity of perspectives from international scholars and industry experts, chapter authors engage in both research- and industry-informed discussions and analyses on the place of big data in education, particularly as it pertains to large-scale and ongoing assessment practices moving into the digital space. This volume offers an innovative, practical, and international view of the future of current opportunities and challenges in education and the place of assessment in this context.

Interoperability in IoT for Smart Systems discusses the different facets of interoperability issues among the IoT devices and their solutions, the scalability issues in an IoT network, and provides solutions for plug-n-play of new devices with the existing IoT system. It also addresses the possible usage of interoperable and plug-n-play IoT networks in different systems to make them smarter. Aimed at researchers and graduate students in computer science, computer engineering, computer networks, electronics engineering, this bookExclusively covers interoperability of IoT systems in parallel with their use towards the development of smart systems Discusses the requirements of interoperability in smart IoT systems and their solutions Reviews IoT applications in different smart and intelligent systems Explores dealing with interoperability of heterogeneous participating devices Provides different case studies and open problems related to interoperability in IoT systems

Spanning over a millennium of history, this book seeks to describe and define the evolution of the China-Southeast Asia nexus and the interactions which have shaped their shared pasts. Examining the relationships which have proven integral to connecting Northeast and Southeast Asia with other parts of the world, the contributors of the volume provide a wide-ranging historical context to changing relations in the region today - perhaps one of the most intense re-orderings occurring anywhere in the world. From maritime trading relations and political interactions to overland Chinese expansion and commerce in Southeast Asia, this book reveals rarely explored connections across the China-Southeast Asia interface.In so doing, it transcends existing area studies boundaries to present an invaluable new perspective to the field. A major contribution to the study of Asian economic and cultural interactions, this book will appeal to students and scholars of Chinese history, as well as those enga

First published in 1999, this book explores how, from the stone bridges of neoclassicism which soar out of wild woods to span pastoral valleys to the post-1750 engineer's bridge with its links to the more industrial landscape, the bridge was a popular feature in painting throughout the period 1700-1920. Why did so many artists choose to portray bridges? In this lavishly illustrated and intriguing book, John Sweetman seeks to answer this question. He traces the history of the bridge in painting and printmaking through a vast range of work, some as familiar as William Etty's The Bridge of Sighs and Claude Monet's The Railway Bridge at Argenteuil and others less well known such as Wassily Kandinsky's Composition IV and C.R.W. Nevinson's Looking Through the Brooklyn Bridge. Distinctive characteristics emerge revealing the complex role of the bridge as both symbol and metaphor, and as a place of vantage, meeting and separation.

Surfactant research explores the forces responsible for surfactant assembly and the critical industrial, medical, and personal applications, including viscosity control, microelectronics, drug stabilization, drug delivery, cosmetics, enhanced oil recovery, and foods. Surfactant Science and Technology: Retrospects and Prospects, "a Festschrift in honor of Dr. Kash Mittal," provides a broad perspective with chapters contributed by leaders in the fields of surfactant-based physical, organic, and materials chemistries.Many of the authors participated in a special symposium in Melbourne, Australia, honoring Kash Mittal's 100th edited book at the 18th Surfactants in Solution (SIS) meeting. Each chapter provides an overview of a specific research area, with discussions on past, present, and future directions. The book is divided into six parts.Part I reviews the evolution of theoretical models for surfactant self-assembly, and introduces a model for interpreting ion-specific effects on aggreg

The Russian Revolution in Asia: From Baku to Batavia presents a unique and timely global history intervention into the historiography of the Russian Revolution of 1917, marking the centenary of one of

Second Language Research: Methodology and Design is a clear, comprehensive overview of cure issues in L2 research. Authored by well-known scholars in SLA and supported by a wealth of examples from actual studies and extensive pedagogical resources, this book first introduces students to the key topics and debates in L2 research. It then guides readers step-by step through the research process - from basic principles and collection methods through study design, and reporting - to the point of being able to conduct their own research from beginning to end.This book is an essential text for students and novice researchers of SLA, applied linguistics, and second and foreign language teaching. Key FeaturesA wealth of graphics, visuals and exercises in each chapter. "Time to think" and "Time to do" boxes within chaptersHelpful glossary and extensive author and subject indicesNew to This EditionSubstantially reorganized chaptersSignificantly expanded chapters on qualitative and mixed methodsS

This revised and updated tenth edition of the bestselling textbook Politics UK is an indispensable introduction to British politics. It provides a thorough and accessible overview of the institutions and processes of British government, an excellent grounding in British political history and an incisive introduction to the issues and challenges facing Britain today. This edition welcomes three brand new chapters - 'Elites in the United Kingdom', 'Gender and British politics' and 'UK Immigration policy in hostile environment' - alongside rigorously updated revised chapters.It delivers excellent coverage of contemporary events, with significant new material covering: the Johnson premiership and the national challenge of Covid-19, the end of the May premiership and the implementation of Brexit, the Labour Party's transition from Corbyn to Starmer, infrastructure and innovation, 'fake news', populism and nationalism, the UK's place in a post-Brexit world, climate change, social mobility an

China has become deeply integrated into the world economy. Yet, gradual marketization has facilitated the country's rise without leading to its wholesale assimilation to global neoliberalism. This boo