Python Data Science Handbook

This remarkable reference book tells the story of science from earliest times to the present day, taking in everything from ancient Greek geometry to quantum physics, and the wedge to the worldwide web. Exploring science in a thematic, highly approachable manner, each spread takes as its theme a specific event, discovery, invention, experiment, theory, or individual and explains why this subject was so significant in the development of scientific thought and what its impact on history has been. In addition to providing a broad-ranging and comprehensive history of science, the book also explains how science works, employing DK's trademark clarity and visual ingenuity to render tricky scientific subjects easily comprehensible. Science is structured chronologically with five chapters covering major phases in world history from ancient times to the present day, with an eye to the future. Within these chapters, subjects are arranged in discrete spreads, each of which takes a key scientific

For thousands of years people have looked to the skies to better understand the universe and our place within it. Crucially it is the role of teachers and experts to make astronomical concepts accessible to the next generation, and to pass on our collective knowledge for others to build on. This volume brings together contributions from modern pioneers in astronomy education, as presented at the online IAU Symposium 367 on 'Education and Heritage in the Era of Big Data in Astronomy'. Topics covered include cultural astronomy and heritage, technological advances, citizen science, inclusivity initiatives, interdisciplinary science education and open astronomy. Particular focus is given to how emerging technologies provide new opportunities to connect with budding astronomers. Many of the techniques discussed can be applied by educators at different levels and in a range of settings, from school classrooms and lecture halls to informal public spaces such as museums and planetariums.

THE SERIES: INTELLIGENT BIOMEDICAL DATA ANALYSISBy focusing on the methods and tools for intelligent data analysis, this series aims to narrow the increasing gap between data gathering and data comprehension. Emphasis is also given to the problems resulting from automated data collection in modern hospitals, such as analysis of computer-based patient records, data warehousing tools, intelligent alarming, effective and efficient monitoring. In medicine, overcoming this gap is crucial since medical decision making needs to be supported by arguments based on existing medical knowledge as well as information, regularities and trends extracted from big data sets.

In AN ABOLITIONIST’S HANDBOOK, Cullors charts a framework for how everyday activists can effectively fight for an abolitionist present and future. Filled with relatable pedagogy on the history of abolition, a reimagining of what reparations look like for Black lives and real-life anecdotes from Cullors AN ABOLITIONIST’S HANDBOOK offers a bold, innovative, and humanistic approach to how to be a modern-day abolitionist. Cullors asks us to lead with love, fierce compassion, and precision.In AN ABOLITIONIST’S HANDBOOK readers will learn the 12 steps to change yourself and the world:1. Courageous Conversations2. Respond vs. React3. Nothing Is Fixed4. Say Yes to Imagination5. Forgive Actively, Not Passively6. Allow Yourself to Feel7. Commit to Not Harming or Abusing Others8. Practice Accountability9. Embrace Non-Reformist Reform10. Build Community11. Value Interpersonal Relationships12. Fight the U.S. State Rather Than Make It StrongerAN ABOLITIONIST’S HANDBOOK is for those who are looking t

That everyone has a human right to enjoy the benefits of the progress of science and its applications comes as a surprise to many. Nevertheless, this right is pertinent to numerous issues at the intersection of science and society: open access; 'dual use' science; access to ownership and dissemination of data, knowledge, methods and the affordances and applications thereof; as well as the role of international co-operation, human dignity and other human rights in relation to science and its products. As we advance towards superintelligence, quantum computing, drone swarms, and life-extension technology, serious policy decisions will be made at the national and international levels. The human right to science provides an ideal tool to do so, backed up as it is by international law, political heft, and normative weight. This book is the first sustained attempt at turning this wonder of foresight into an actionable and justiciable right. This title is also available as Open Access on Camb

Grab your lab coat and goggles. We need your help!With FAIRY TALE SCIENCE, explore the science behind your most beloved tales, from Snow White, to Chicken Little, to Ali Baba and the Forty Thieves, an

Dive deep with Science Comics: Whales, the latest volume of First Second's middle grade nonfiction series!Every volume of Science Comics offers a complete introduction to a particular topic―dinosaurs,

The Oxford Handbook of Meditation covers the development of meditation across the world and the varieties of its practices and experiences. It includes approaches from psychology, neuroscience, histor

If you enjoyed A Minecraft Movie, you’ll love this book! Master the art of building in Minecraft. Minecraft is a sandbox game where anything is possible! With over 600 blocks to choose from, getting started can feel overwhelming. This Creative Handbook will give you all the tools you need to become an expert builder.Whether it’s choosing your blocks or decorating your build, this book is packed with expert advice, top tips and advanced tricks to take your construction skills to the next level. Read how to plan builds, create colour palettes, use effective lighting and much more. This book also features advice from pro build teams and YouTubers, and includes step-by-step builds to complete in-game.With so much to explore, there’s sure to be something for ‘crafters of every level. Try our indispensable handbooks for your Minecraft journey:Minecraft Redstone Handbook 978 0008495992Minecraft Survival Handbook 978 0755503452Minecraft Combat Handbook 978 0755500420Minecraft Explorers Handboo

Handbook of Statistical Methods for Randomized Controlled Trials

The Oxford Handbook of Psychotherapy Ethics explores a whole range of ethical issues in the heterogenous field of psychotherapy. It will be an essential book for psychotherapists in clinical practice

The Oxford Handbook of the Apocrypha offers an overview of the various Apocrypha and relevant topics related to them by presenting updated research on each individual apocryphal text in historical con

The myth-busting Monster Science series explores the science behind the hottest monsters in pop culture. How would a mermaid breathe underwater, with lungs like a human or gills like a fish? Does th

The myth-busting Monster Science series explores the science behind the hottest monsters in pop culture. Could a process of evolution develop a unicorn horn on a horse? How would dragons create fire

This Handbook is a comprehensive and up-to-date overview of the field of international environmental law, with contributions from leading scholars in the discipline. It is an essential reference text

A Handbook on Woolf's achievements as an innovative novelist and pioneering feminist theorist. It studies her life, her works, her relationships with other writers, her professional career, and themes

The Oxford Handbook of Career Development provides a comprehensive overview of the career development field. It features contributions from 42 leading scholars, addressing the context, theory, and pra

This Handbook provides a comprehensive and up-to-date examination of lifelong learning. Across 38 chapters, including twelve that are brand new to this edition, the approach is interdisciplinary, span

The Oxford Handbook of Contemporary Ballet looks at the many ways ballet functions as a global practice in the 21st century, providing new perspectives on ballet's past, present, and future.

The Oxford Handbook of U.S. Education Law includes more than three dozen chapters by leading education law and policy scholars. It presents a comprehensive description of the law that regulates public

The most fascinating and profitable subject of predictive algorithms is the human actor. Analysing big data through learning algorithms to predict and pre-empt individual decisions gives a powerful tool to corporations, political parties and the state. Algorithmic analysis of digital footprints, as an omnipresent form of surveillance, has already been used in diverse contexts: behavioural advertising, personalised pricing, political micro-targeting, precision medicine, and predictive policing and prison sentencing. This volume brings together experts to offer philosophical, sociological, and legal perspectives on these personalised data practices. It explores common themes such as choice, personal autonomy, equality, privacy, and corporate and governmental efficiency against the normative frameworks of the market, democracy and the rule of law. By offering these insights, this collection on data-driven personalisation seeks to stimulate an interdisciplinary debate on one of the most pe

At present, Web 2.0 technologies are making traditional research genres evolve and form complex genre assemblage with other genres online. This book takes the perspective of genre analysis to provide a timely examination of professional and public communication of science. It gives an updated overview on the increasing diversification of genres for communicating scientific research today by reviewing relevant theories that contribute an understanding of genre evolution and innovation in Web 2.0. The book also offers a much-needed critical enquiry into the dynamics of languages for academic and research communication and reflects on current language-related issues such as academic Englishes, ELF lects, translanguaging, polylanguaging and the multilingualisation of science. Additionally, it complements the critical reflections with data from small-scale specialised corpora and exploratory survey research. The book also includes pedagogical orientations for teaching/training researchers i

In the last few years, Algorithms for Convex Optimization have revolutionized algorithm design, both for discrete and continuous optimization problems. For problems like maximum flow, maximum matching, and submodular function minimization, the fastest algorithms involve essential methods such as gradient descent, mirror descent, interior point methods, and ellipsoid methods. The goal of this self-contained book is to enable researchers and professionals in computer science, data science, and machine learning to gain an in-depth understanding of these algorithms. The text emphasizes how to derive key algorithms for convex optimization from first principles and how to establish precise running time bounds. This modern text explains the success of these algorithms in problems of discrete optimization, as well as how these methods have significantly pushed the state of the art of convex optimization itself.

DNA ancestry companies generate revenues in the region of $1bn a year, and the company 23andMe is said to have sold 10 million DNA ancestry kits to date. Although evidently popular, the science behind how DNA ancestry tests work is mystifying and difficult for the general public to interpret and understand. In this accessible and engaging book, Sheldon Krimsky, a leading researcher, investigates the methods that different companies use for DNA ancestry testing. He also discusses what the tests are used for, from their application in criminal investigations to discovering missing relatives. With a lack of transparency from companies in sharing their data, absent validation of methods by independent scientists, and currently no agreed-upon standards of accuracy, this book also examines the ethical issues behind genetic genealogy testing, including concerns surrounding data privacy and security. It demystifies the art and science of DNA ancestry testing for the general reader.

This is an engaging introduction to the study of language for undergraduate or beginning graduate students, aimed especially at those who would like to continue further linguistic study. It introduces students to analytical thinking about language, but goes beyond existing texts to show what it means to think like a scientist about language, through the exploration of data and interactive problem sets. A key feature of this text is its flexibility. With its focus on foundational areas of linguistics and scientific analysis, it can be used in a variety of course types, with instructors using it alongside other information or texts as appropriate for their own courses of study. The text can also serve as a supplementary text in other related fields (Speech and Hearing Sciences, Psychology, Education, Computer Science, Anthropology, and others) to help learners in these areas better understand how linguists think about and work with language data. No prerequisites are necessary. While ea

Learn how to analyse and manage evolutionary and sequential user behaviours in modern networks, and how to optimize network performance by using indirect reciprocity, evolutionary games, and sequential decision making. Understand the latest theory without the need to go through the details of traditional game theory. With practical management tools to regulate user behaviour, and simulations and experiments with real data sets, this is an ideal tool for graduate students and researchers working in networking, communications, and signal processing.

Master the lucrative discipline of quantitative trading with this insightful handbook from a master in the field In the newly revised Second Edition of Quantitative Trading: How to Build Your Own Algorithmic Trading Business, quant trading expert Dr. Ernest P. Chan shows you how to apply both time-tested and novel quantitative trading strategies to develop or improve your own trading firm.You'll discover new case studies and updated information on the application of cutting-edge machine learning investment techniques, as well as: Updated back tests on a variety of trading strategies, with included Python and R code examplesA new technique on optimizing parameters with changing market regimes using machine learning. A guide to selecting the best traders and advisors to manage your money Perfect for independent retail traders seeking to start their own quantitative trading business, or investors looking to invest in such traders, this new edition of Quantitative Trading will also earn a

The myth-busting Monster Science series explores the science behind the hottest monsters in pop culture. Could electricity really bring Frankenstein's creature to life? Could a zombie even move abou

The myth-busting Monster Science series explores the science behind the hottest monsters in pop culture. Could a vampire survive on a diet of blood alone? Could a witch really fly on a broomstick wh

"Surf the web" with Science Comics: Spiders, the latest volume in First Second’s action-packed nonfiction graphic novel series for middle-grade readers!Every volume of Science Comics offers a complete

Linear algebra is something all mathematics undergraduates and many other students, in subjects ranging from engineering to economics, have to learn. The fifth edition of this hugely successful textbook retains the quality of earlier editions while at the same time seeing numerous minor improvements and major additions. The latter include: a new chapter on singular values and singular vectors, including ways to analyze a matrix of data; a revised chapter on computing in linear algebra, with professional-level algorithms and code that can be downloaded for a variety of languages; a new section on linear algebra and cryptography; and a new chapter on linear algebra in probability and statistics. A dedicated and active website also offers solutions to exercises as well as new exercises from many different sources (e.g. practice problems, exams, development of textbook examples), plus codes in MATLAB, Julia, and Python.

This book studies creativity in its own right in the search for a creativity science. If we assume that creativity can best be described by constraint theory, the complexity and paradoxes of creativity can be reduced by dividing it into manageable sections. The model is tested and evidenced by numerous historical cases of pioneering work within the three intellectual fields: science, art, and technology. The model guides non-specialists from the many disciplines studying creativity and demonstrates the first principles of creativity science. Going all the way back to Aristotle, the author makes the basic ideas of the original founder of creativity science accessible and up to date with current research.

The first process-based textbook on how soils form and function in biogeochemical cycles, offering a self-contained and integrated overview of the field as it now stands for advanced undergraduate and graduate students in soil science, environmental science, and the wider Earth sciences. The jargon-free approach quickly familiarises students with the field's theoretical foundations before moving on to analyse chemical and other numerical data, building the necessary skills to develop questions and strategies for original research by the end of a single semester course. The field-based framework equips students with the essential tools for accessing and interpreting the vast USDA soil dataset, allowing them to establish a working knowledge of the most important modern developments in soil research. Complete with numerous end-of-chapter questions, figures and examples, students will find this textbook a multidisciplinary toolkit invaluable to their future careers.

The ideal textbook for non-science majors, this lively and engaging introduction encourages students to ask questions, assess data critically and think like a scientist. Building on the success of previous editions, Dinosaurs has been thoroughly updated to include new discoveries in the field, such as the toothed bird specimens found in China and recent discoveries of dinosaur soft anatomy. Illustrations by leading paleontological illustrator John Sibbick and new, carefully-chosen photographs, clearly show how dinosaurs looked, lived and their role in Earth history. Making science accessible and relevant through clear explanations and extensive illustrations, the text guides students through the dinosaur groups, emphasizing scientific concepts rather than presenting endless facts. Grounded in the common language of modern evolutionary biology – phylogenetic systematics – students learn to think about dinosaurs the way that professional paleontologists do.

This comprehensive handbook provides community psychology approaches to addressing the key issues that impact individuals and their communities worldwide. Featuring international, interdisciplinary perspectives from leading experts, the handbook tackles critical contemporary challenges. These include climate change, immigration, educational access, healthcare, social media, wellness, community empowerment, discrimination, mental health, and many more. The chapters offer case study examples to present practical applications and to review relevant implications within diverse contexts. Throughout, the handbook considers how community psychology plays out around the world: What approaches are being used in different countries? How does political context influence the development and extension of community psychology? And what can nations learn from each other as they examine successful community psychology-based interventions? This is essential reading for researchers, students, practition

Measuring Behaviour is the established go-to text for anyone interested in scientific methods for studying the behaviour of animals or humans. It is widely used by students, teachers and researchers in a variety of fields, including biology, psychology, the social sciences and medicine. This new fourth edition has been completely rewritten and reorganised to reflect major developments in how behavioural studies are conducted. It includes new sections on the replication crisis, covering Open Science initiatives such as preregistration, as well as fully up-to-date information on the use of remote sensors, big data and artificial intelligence in capturing and analysing behaviour. The sections on the analysis and interpretation of data have been rewritten to align with current practices, with advice on avoiding common pitfalls. Although fully revised and revamped, this new edition retains the simplicity, clarity and conciseness that have made Measuring Behaviour a classic since the first e

Jer Thorp's analysis of the word "data" in 10,325 New York Times stories written between 1984 and 2018 shows a distinct trend: among the words most closely associated with "data," we find not only its

GDPR: Personal Data Protection in the European UnionMariusz KrzysztofekPersonal data protection has become one of the central issues in any understanding of the current world system. In this connection, the European Union (EU) has created the most sophisticated regime currently in force with the General Data Protection Regulation (GDPR) (EU) 2016/679. Following the GDPR's recent reform - the most extensive since the first EU laws in this area were adopted and implemented into the legal orders of the Member States - this book offers a comprehensive discussion of all principles of personal data processing, obligations of data controllers, and rights of data subjects, providing a thorough, up-to-date account of the legal and practical aspects of personal data protection in the EU.Coverage includes the recent Court of Justice of the European Union (CJEU) judgment on data transfers and new or updated data protection authorities' guidelines in the EU Member States. Among the broad spectrum o

For fans of John Green and Emily X.R. Pan, The Half-Orphan's Handbook by Joan F. Smith is a coming-of-age story and an empathetic, authentic exploration of grief with a sharp sense of humor and a big

Competitive advantage in banking comes from effective use of technology The Handbook of Banking Technology provides a blueprint for the future of banking, with deep insight into the technologies at th