This text aims to motivate the need for tools with concrete applications, providing simple assumptions that match the application.

    During that week, you will learn almost everything modern machine learning has to offer. The author and other practitioners have spent years learning these concepts.Companion wiki — the book has a continuously updated wiki that extends some book chapters with additional information: Q&A, code snippets, further reading, tools, and other relevant resources.Flexible price and formats — choose from a variety of formats and price options: Kindle, hardcover, paperback, EPUB, PDF. If you buy an EPUB or a PDF, you decide the price you pay!Read first, buy later — download book chapters for free, read them and share with your friends and colleagues. Only if you liked the book or found it useful in your work, study or business, then buy it.

    This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You’ll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you’ve learned along the way. You’ll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

    Deciding whether to build another power generation plant in the next five years requires forecasts of future demand. Scheduling staff in a call centre next week requires forecasts of call volumes. Stocking an inventory requires forecasts of stock requirements. Telecommunication routing requires traffic forecasts a few minutes ahead. Whatever the circumstances or time horizons involved, forecasting is an important aid in effective and efficient planning. This textbook provides a comprehensive introduction to forecasting methods and presents enough information about each method for readers to use them sensibly. Examples use R with many data sets taken from the authors' own consulting experience.

     Douglas Montgomery arms readers with the most effective approach for learning how to design, conduct, and analyze experiments that optimize performance in products and processes. He shows how to use statistically designed experiments to obtain information for characterization and optimization of systems, improve manufacturing processes, and design and develop new processes and products. You will also learn how to evaluate material alternatives in product design, improve the field performance, reliability, and manufacturing aspects of products, and conduct experiments effectively and efficiently. Discover how to improve the quality and efficiency of working systems with this highly-acclaimed book. This 6th Edition: Places a strong focus on the use of the computer, providing output from two software products: Minitab and DesignExpert. Presents timely, new examples as well as expanded coverage on adding runs to a fractional factorial to de-alias effects. Includes detailed discussions on how computers are currently used in the analysis and design of experiments. Offers new material on a number of important topics, including follow-up experimentation and split-plot design. Focuses even more sharply on factorial and fractional factorial design.

    This book discuses various major types of financial institutions and financial instruments present along with how and why the system of money and capital markets is changing. It also provides a descriptive explanation of how interest rates and security values are determined.

    Using test-taking strategies meticulously developed by the author, the Review provides unique question dissection techniques, targeted key content review, 600 in-depth practice questions, and detailed, current exam information in a fast facts style. This second edition includes new chapters on pediatrics and adolescence and an extensive new section on geriatrics that encompasses body/metabolic changes, common disorders, and hospice/ethical considerations. The book also presents an expanded, intensive pharmacology review, 100 new exam questions, and is the only review to offer a new research chapter providing elements of research needed for E-B practice.The book reviews the complete lifespan from pediatrics to geriatrics and including pregnancy, and covers non-clinical content including ethics, medico-legal issues, advanced practice law, and reimbursement guidelines. The review of primary care disorders is organized by body system. The content is applicable for certification exams for both the ANCC and the AANP. This book is also a great companion to the FNP Certification Review app, coming soon for your iPhone or iPad!New to this edition: Reorganized for greater ease of useProvides extensive new section on geriatricsContains expanded coverage of pediatrics and adolescenceOffers expanded intensive-style pharmacology reviewPresents elements of research needed for E-B practiceIncludes 100 new questions for a title of 600 high-yield questionsWhy use this review?Delineates strategic question dissection techniques for study success developed by the author, a leading provider of exam preparation education for over 20 yearsProvides precisely targeted content reviewOffers 600 in-depth practice questions and detailed exam informationIncludes Exam Tips and Clinical Tips to help prioritize test content.It is the only book to present elements of research needed for E-B practiceOutlines normal findings and benign variants in physical assessment of each body systemIncludes succinct review of diseases commonly seen in primary careIt's a great companion to the forthcoming FNP Certification Review app!

    But we live in a time when politicians lie brazenly about historical facts and meddle with the content of history books, while media differ wildly in their reporting of the same event. Frequently, new discoveries force us to re-evaluate everything we thought we knew about the past.So how can any certainty about history be established, and why does it matter? Lynn Hunt shows why the search for truth about the past, as a continual process of discovery, is vital for our societies. History has an essential role to play in ensuring honest presentation of evidence. In this way, it can foster humility about our present-day concerns, a critical attitude toward chauvinism, and an openness to other peoples and cultures. History, Hunt argues, is our best defense against tyranny.Introducing Polity's Why It Matters series; in these short and lively books, world-leading thinkers make the case for the importance of their subjects and aim to inspire a new generation of students.

    Useful to students and clinicians, this text covers the process of physical examination of the spine and extremities.

    An abundance of applications to current economic analysis, illustrative diagrams, thought-provoking exercises, careful proofs, and a flexible organization-these are the advantages that Mathematics for Economists brings to today’s classroom.

    With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication.Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligenceThis book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

    Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications.Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications. The only necessary mathematical background is familiarity with elementary concepts of probability.The book is divided into three parts. Part I defines the reinforcement learning problem in terms of Markov decision processes. Part II provides basic solution methods: dynamic programming, Monte Carlo methods, and temporal-difference learning. Part III presents a unified view of the solution methods and incorporates artificial neural networks, eligibility traces, and planning; the two final chapters present case studies and consider the future of reinforcement learning.

    Using the comprehensive ABC model of crisis intervention, this counseling text keeps you up-to-date on the latest information regarding crises. Case examples and scripts that show "what to actually say" provide you with actual examples of dialogue with the client illustrating the ABC model. Tables that outline key points such as history of crisis intervention, contributions, suicide assessment, and death and dying issues provide you with a framework in which to assess the client.

    Do I have a strong enough case to go to trial? Will the Fed change interest rates? Can I trust this person? This book examines how people answer such questions. How do people cope with the complexities of the world economy, the uncertain behavior of friends and adversaries, or their own changing tastes and personalities? When are people's judgments prone to bias, and what is responsible for their biases? This book compiles psychologists' best attempts to answer these important questions.

    Accessible and concise, this on-the-job companion offers expert guidance on all types of ""people"" issues, enabling managers and human resources professionals to:* Save time, money, and trouble* Increase employee productivity, satisfaction, and retention* Attract and hire the best candidates while avoiding the inferior ones** Handle tough issues like sexual harassment, Internet and e-mail usage, performance problems, and more -- fairly, sensitively, and legally.The HR Answer Book is an easy-to-use problem solver that can be read cover-to-cover or as a quick reference in specific situations. An appendix of tools, templates, and lists of additional resources completes this excellent and valuable guide."