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Data Structures using Python
95 折
Data Structures using Python provides an introduction to design, analysis, and implementation of data structures using the powerful programming language, Python. This book is designed for a first cour
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Introduction to Java Programming and Data Structures, Comprehensive Version [Global Edition]
滿額折
出版日:2021/10/05 作者:Y. Liang  出版社:Pearson Education Limited  裝訂:平裝
For courses in Java Programming. A fundamentals-first introduction to basic programming concepts andtechniques Introduction to Java Programming and Data Structures seamlessly integrates programming, data structures,and algorithms into one text. With a fundamentals-first approach, the textbuilds a strong foundation of basic programming concepts and techniques beforeteaching students object-oriented programming and advanced Java programming.Liang explains programming in a problem-driven way that focuses on problemsolving rather than syntax, illustrating basic concepts by example andproviding a large number of exercises with various levels of difficulty forstudents to practice.The 12th Edition is completely revised in everydetail to enhance clarity, presentation, content, examples, and exercises.
優惠價: 1 3299
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Data Science for Supply Chain Forecasting
滿額折
出版日:2021/03/22 作者:Nicolas Vandeput  出版社:Walter De Gruyter Inc  裝訂:平裝
Using data science in order to solve a problem requires a scientific mindset more than coding skills. Data Science for Supply Chain Forecasting, Second Edition contends that a true scientific method w
優惠價: 1 2640
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出版日:2021/03/12 作者:Stephen C. Loftus  出版社:ACADEMIC PR INC  裝訂:平裝
Basic Statistics with R: Reaching Decisions with Data, First Edition, provides readers with an understanding of the processes at work in using data for results. The work begins with data collection an
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Data Action
滿額折
出版日:2020/10/27 作者:Sarah Williams  出版社:Mit Pr  裝訂:精裝
How to use data as a tool for empowerment rather than oppression. Big data can be used for good--from tracking disease to exposing human rights violations--and for bad--implementing surveillance and c
優惠價: 79 1200
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Statistics With R:Solving Problems Using Real-World Data
90 折
出版日:2020/03/31 作者:Harris  出版社:SAGE Publications UK  裝訂:平裝
Drawing on examples from across the social and behavioral sciences, Statistics with R: Solving Problems Using Real-World Data introduces foundational statistics concepts with beginner-friendly R progr
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Data Analysis for Business, Economics, and Policy
90 折
出版日:2021/04/30 作者:Gábor Békés  出版社:Cambridge Univ Pr  裝訂:精裝
This textbook provides future data analysts with the tools, methods, and skills needed to answer data-focused, real-life questions; to carry out data analysis; and to visualize and interpret results to support better decisions in business, economics, and public policy. Data wrangling and exploration, regression analysis, machine learning, and causal analysis are comprehensively covered, as well as when, why, and how the methods work, and how they relate to each other. As the most effective way to communicate data analysis, running case studies play a central role in this textbook. Each case starts with an industry-relevant question and answers it by using real-world data and applying the tools and methods covered in the textbook. Learning is then consolidated by 360 practice questions and 120 data exercises. Extensive online resources, including raw and cleaned data and codes for all analysis in Stata, R, and Python, can be found at www.gabors-data-analysis.com.
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Data Analysis for Business, Economics, and Policy
90 折
出版日:2021/04/30 作者:Gábor Békés  出版社:Cambridge Univ Pr  裝訂:平裝
This textbook provides future data analysts with the tools, methods, and skills needed to answer data-focused, real-life questions; to carry out data analysis; and to visualize and interpret results to support better decisions in business, economics, and public policy. Data wrangling and exploration, regression analysis, machine learning, and causal analysis are comprehensively covered, as well as when, why, and how the methods work, and how they relate to each other. As the most effective way to communicate data analysis, running case studies play a central role in this textbook. Each case starts with an industry-relevant question and answers it by using real-world data and applying the tools and methods covered in the textbook. Learning is then consolidated by 360 practice questions and 120 data exercises. Extensive online resources, including raw and cleaned data and codes for all analysis in Stata, R, and Python, can be found at www.gabors-data-analysis.com.
優惠價: 9 2808
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Using Geochemical Data:To Understand Geological Processes
90 折
出版日:2021/04/30 作者:Hugh Rollinson  出版社:Cambridge Univ Pr  裝訂:平裝
This textbook is a complete rewrite, and expansion of Hugh Rollinson's highly successful 1993 book Using Geochemical Data: Evaluation, Presentation, Interpretation. Rollinson and Pease's new book covers the explosion in geochemical thinking over the past three decades, as new instruments and techniques have come online. It provides a comprehensive overview of how modern geochemical data are used in the understanding of geological and petrological processes. It covers major element, trace element, and radiogenic and stable isotope geochemistry. It explains the potential of many geochemical techniques, provides examples of their application, and emphasizes how to interpret the resulting data. Additional topics covered include the critical statistical analysis of geochemical data, current geochemical techniques, effective display of geochemical data, and the application of data in problem solving and identifying petrogenetic processes within a geological context. It will be invaluable for
優惠價: 9 2807
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The Model Thinker: What You Need to Know to Make Data Work for You
滿額折
出版日:2021/03/16 作者:Scott E. Page  出版社:Basic Books  裝訂:平裝
Work with data like a pro using this guide that breaks down how to organize, apply, and most importantly, understand what you are analyzing in order to become a true data ninja.From the stock market t
優惠價: 79 661
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MongoDB Fundamentals: A hands-on guide to using MongoDB and Atlas in the real world
90 折
出版日:2020/12/21 作者:Amit Phaltankar  出版社:Packt Pub Ltd  裝訂:平裝
Learn how to deploy and monitor databases in the cloud, manipulate documents, visualize data, and build applications running on MongoDB using Node.jsKey FeaturesLearn the fundamentals of NoSQL databases with MongoDBCreate, manage, and optimize a MongoDB database in the cloud using AtlasUse a real-world dataset to gain practical experience of handling big dataBook DescriptionMongoDB is one of the most popular database technologies for handling large collections of data. This book will help MongoDB beginners develop the knowledge and skills to create databases and process data efficiently.Unlike other MongoDB books, MongoDB Fundamentals dives into cloud computing from the very start - showing you how to get started with Atlas in the first chapter. You will discover how to modify existing data, add new data into a database, and handle complex queries by creating aggregation pipelines. As you progress, you'll learn about the MongoDB replication architecture and configure a simple cluster.
優惠價: 9 2267
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Small Summaries for Big Data
90 折
出版日:2020/10/31 作者:Graham Cormode  出版社:Cambridge Univ Pr  裝訂:精裝
The massive volume of data generated in modern applications can overwhelm our ability to conveniently transmit, store, and index it. For many scenarios, building a compact summary of a dataset that is vastly smaller enables flexibility and efficiency in a range of queries over the data, in exchange for some approximation. This comprehensive introduction to data summarization, aimed at practitioners and students, showcases the algorithms, their behavior, and the mathematical underpinnings of their operation. The coverage starts with simple sums and approximate counts, building to more advanced probabilistic structures such as the Bloom Filter, distinct value summaries, sketches, and quantile summaries. Summaries are described for specific types of data, such as geometric data, graphs, and vectors and matrices. The authors offer detailed descriptions of and pseudocode for key algorithms that have been incorporated in systems from companies such as Google, Apple, Microsoft, Netflix and T
優惠價: 9 2591
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Ppg Signal Analysis ― An Introduction Using Matlab
90 折
出版日:2020/10/27 作者:Mohamed Elgendi  出版社:CRC Pr I Llc  裝訂:精裝
This book serves as a current resource for Photoplethysmogram (PPG) signal analysis using MATLAB®. This technology is critical in the evaluation of medical and diagnostic data utilized in mobile devic
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Academic Writing with Corpora:A Resource Book for Data-driven Learning
90 折
出版日:2020/09/22 作者:Tatyana Karpenko-Seccombe  出版社:Routledge  裝訂:精裝
Academic Writing with Corpora offers a step-by-step accessible guide to using concordancers and aims to help introduce data-driven learning into the academic English classroom.
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Academic Writing with Corpora:A Resource Book for Data-driven Learning
90 折
出版日:2020/09/22 作者:Tatyana Karpenko-Seccombe  出版社:Routledge  裝訂:平裝
Academic Writing with Corpora offers a step-by-step accessible guide to using concordancers and aims to help introduce data-driven learning into the academic English classroom.
優惠價: 9 2051
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Structural Geology: A Quantitative Introduction
滿額折
出版日:2020/07/31 作者:David D. Pollard  出版社:Cambridge Univ Pr  裝訂:精裝
Tackling structural geology problems today requires a quantitative understanding of the underlying physical principles, and the ability to apply mathematical models to deformation processes within the Earth. Accessible yet rigorous, this unique textbook demonstrates how to approach structural geology quantitatively using calculus and mechanics, and prepares students to interface with professional geophysicists and engineers who appreciate and utilize the same tools and computational methods to solve multidisciplinary problems. Clearly explained methods are used throughout the book to quantify field data, set up mathematical models for the formation of structures, and compare model results to field observations. An extensive online package of coordinated laboratory exercises enables students to consolidate their learning and put it into practice by analyzing structural data and building insightful models. Designed for single-semester undergraduate courses, this pioneering text prepares
優惠價: 9 2924
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A Hands-On Introduction to Data Science
90 折
出版日:2020/04/30 作者:Chirag Shah  出版社:Cambridge Univ Pr  裝訂:精裝
This book introduces the field of data science in a practical and accessible manner, using a hands-on approach that assumes no prior knowledge of the subject. The foundational ideas and techniques of data science are provided independently from technology, allowing students to easily develop a firm understanding of the subject without a strong technical background, as well as being presented with material that will have continual relevance even after tools and technologies change. Using popular data science tools such as Python and R, the book offers many examples of real-life applications, with practice ranging from small to big data. A suite of online material for both instructors and students provides a strong supplement to the book, including datasets, chapter slides, solutions, sample exams and curriculum suggestions. This entry-level textbook is ideally suited to readers from a range of disciplines wishing to build a practical, working knowledge of data science.
優惠價: 9 2375
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Progress with Oxford:: Numbers and Data Handling Age 8-9
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出版日:2020/02/20 作者:Paul Hodge  出版社:Oxford Univ Press UK  裝訂:平裝
This Progress with Oxford Numbers and Data Handling Age 8-9 workbook will help your child to progress with these core maths skills while having fun so they will become confident with using numbers an
優惠價: 79 174
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Information-Theoretic Methods in Data Science
90 折
出版日:2020/01/31 作者:Miguel R. D. Rodrigues  出版社:Cambridge Univ Pr  裝訂:精裝
Learn about the state-of-the-art at the interface between information theory and data science with this first unified treatment of the subject. Written by leading experts in a clear, tutorial style, and using consistent notation and definitions throughout, it shows how information-theoretic methods are being used in data acquisition, data representation, data analysis, and statistics and machine learning. Coverage is broad, with chapters on signal acquisition, data compression, compressive sensing, data communication, representation learning, emerging topics in statistics, and much more. Each chapter includes a topic overview, definition of the key problems, emerging and open problems, and an extensive reference list, allowing readers to develop in-depth knowledge and understanding. Providing a thorough survey of the current research area and cutting-edge trends, this is essential reading for graduate students and researchers working in information theory, signal processing, machine le
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Essentials of Geophysical Data Processing
滿額折
出版日:2021/10/31 作者:Clark R. Wilson  出版社:Cambridge Univ Pr  裝訂:平裝
A concise introduction to geophysical data processing - many of the techniques associated with the general field of time series analysis - for advanced students, researchers, and professionals. The textbook begins with calculus before transitioning to discrete time series via the sampling theorem, aliasing, use of complex sinusoids, development of the discrete Fourier transform from the Fourier series, and an overview of linear digital filter types and descriptions. Aimed at senior undergraduate and graduate students in geophysics, environmental science, and engineering with no previous background in linear algebra, probability, or statistics, this textbook draws scenarios and datasets from across the world of geophysics, and shows how data processing techniques can be applied to real-world problems using detailed examples, illustrations, and exercises (using MATLAB or similar computing environment). Online supplementary resources include datasets for students, and a solutions manual a
優惠價: 9 2339
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Foundations of Statistics for Data Scientists:With R and Python
90 折
出版日:2021/10/29 作者:Alan Agresti; Maria Kateri  出版社:PBKTYFRL  裝訂:精裝
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
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The Study of Speech Processes:Addressing the Writing Bias in Language Science
90 折
出版日:2021/01/31 作者:Victor J. Boucher  出版社:Cambridge Univ Pr  裝訂:精裝
There has been a longstanding bias in the study of spoken language towards using writing to analyse speech. This approach is problematic in that it assumes language to be derived from an autonomous mental capacity to assemble words into sentences, while failing to acknowledge culture-specific ideas linked to writing. Words and sentences are writing constructs that hardly capture the sound-making actions involved in spoken language. This book brings to light research that has long revealed structures present in all languages but which do not match the writing-induced concepts of traditional linguistic analysis. It demonstrates that language processes are not physiologically autonomous, and that speech structures are structures of spoken language. It then illustrates how speech acts can be studied using instrumental records, and how multisensory experiences in semantic memory couple to these acts, offering a biologically-grounded understanding of how spoken language conveys meaning and w
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Fundamental Principles of Corpus Linguistics
90 折
出版日:2020/12/31 作者:Tony McEnery  出版社:Cambridge Univ Pr  裝訂:精裝
How might evidence of language use – writing and speech – be used as a way of studying language? Corpus linguistics is the study of linguistic data from a particular language or set of languages. It is a fast-moving approach to studying language, and there is still a degree of divergence in how research questions are approached using corpus data. This book uses a framework, based on the work of Karl Popper, to explore a number of fundamental issues in corpus linguistics. It critically evaluates how these issues are tackled, and proposes a set of best practices for future research. It spells out why using corpus data is valuable, what we can learn from using it, and how we may most effectively progress our understanding of language by using such data. It is essential reading for researchers and students of language in general, and of applied linguistics and English language in particular.
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Data Stewardship:An Actionable Guide to Effective Data Management and Data Governance
90 折
出版日:2020/11/01 作者:David (Advisory Consultant Plotkin EMC2 working in Enterprise Information Management)  出版社:Academic Pr  裝訂:平裝
Data stewards in any organization are the backbone of a successful data governance implementation because they do the work to make data trusted, dependable, and high quality. Since the publication of the first edition, there have been critical new developments in the field, such as integrating Data Stewardship into project management, handling Data Stewardship in large international companies, handling "big data" and Data Lakes, and a pivot in the overall thinking around the best way to align data stewardship to the data-moving from business/organizational function to data domain. Furthermore, the role of process in data stewardship is now recognized as key and needed to be covered.Data Stewardship, Second Edition provides clear and concise practical advice on implementing and running data stewardship, including guidelines on how to organize based on organizational/company structure, business functions, and data ownership. The book shows data managers how to gain support for a stewards
優惠價: 9 3237
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Solar and Stellar Magnetic Fields (IAU S354):Origins and Manifestations
90 折
出版日:2020/10/31 作者:Alexander G. Kosovichev  出版社:Cambridge Univ Pr  裝訂:精裝
Recent observational results from space- and ground-based telescopes have demonstrated that a unified approach to the relationships between solar and stellar magnetism is necessary to advance our understanding of magnetic fields. The Proceedings of IAU Symposium 354 present recent results and discussions of emerging topics, including: magnetic field diagnostics using high-resolution observation; initial data from ALMA, Chinese Radio Spectroheliograph and other instruments; the detection of stellar magnetospheres; and the detailed mapping of magnetic fields on the surface of stars using new unique instrumentation. These observations stimulate comparisons of solar and stellar results, and improve our understanding of how surface magnetic structures and their evolution are related to the generation of magnetic fields by dynamos in solar and stellar interiors. This volume benefits graduate students and researchers interested in the recent advances and key problems of solar and stellar magn
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Alexander Hamilton Church:A Man of Ideas for All Seasons
90 折
出版日:2020/09/15 作者:Richard Vangermeersch  出版社:Routledge  裝訂:精裝
This book, first published in 1988, reassesses the data on Church – accountant, manager and industrial engineer – and stresses the theoretical impact of his ideas upon contemporary business structures
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出版日:2020/08/18 作者:Edward Curry  出版社:Chapman & Hall  裝訂:平裝
This book takes the reader through the basics of using the R statistical programming environment for data analysis using a series of case studies based around tasks that answer real research questions
優惠價: 1 3479
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出版日:2020/08/18 作者:Edward Curry  出版社:Chapman & Hall  裝訂:精裝
This book takes the reader through the basics of using the R statistical programming environment for data analysis using a series of case studies based around tasks that answer real research questions
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Statistics Using R:An Integrative Approach
90 折
出版日:2020/07/31 作者:Sharon Lawner Weinberg  出版社:Cambridge Univ Pr  裝訂:平裝
Using numerous examples with real data, this textbook closely integrates the learning of statistics with the learning of R. It is suitable for introductory-level learners, allows for curriculum flexibility, and includes, as an online resource, R-code script files for all examples and figures included in each chapter, for students to learn from and adapt and use in their future data analytic work. Other unique features created specifically for this textbook include an online R tutorial that introduces readers to data frames and other basic elements of the R architecture, and a CRAN library of datasets and functions that is used throughout the book. Essential topics often overlooked in other introductory texts, such as data management, are covered. The textbook includes online solutions to all end-of-chapter exercises and PowerPoint slides for all chapters as additional resources, and is suitable for those who do not have a strong background in mathematics.
優惠價: 9 3509
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Colonization and Subalternity in Classical Greece:Experience of the Nonelite Population
90 折
出版日:2020/03/26 作者:Gabriel Zuchtriegel  出版社:Cambridge Univ Pr  裝訂:平裝
In this book, Gabriel Zuchtriegel explores and reconstructs the unwritten history of Classical Greece - the experience of nonelite colonial populations. Using postcolonial critical methods to analyze Greek settlements and their hinterlands of the fifth and fourth centuries BC, he reconstructs the social and economic structures in which exploitation, violence, and subjugation were implicit. He mines literary sources and inscriptions, as well as archaeological and data from excavations and field surveys, much of it published here for the first time, that offer new insights into the lives and status of nonelite populations in Greek colonies. Zuchtriegel demonstrates that Greece's colonial experience has far-reaching implications beyond the study of archaeology and ancient history. As reflected in foundational texts such as Plato's 'Laws' and Aristotle's 'Politics', the ideology that sustained Greek colonialism is still felt in many Western societies.
優惠價: 9 1673
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Le Corbusier Paper Models ― 10 Kirigami Buildings to Cut and Fold
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出版日:2020/02/04 作者:Marc Hagan-Guirey  出版社:Laurence King Pub  裝訂:平裝
Le Corbusier is a Modernist icon whose buildings and theories have influenced structures the world over. Now you can create ten of his most important works using the art of kirigami (cutting and foldi
優惠價: 79 869
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Kid Engineer: Working with Buildings and Structures
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出版日:2021/12/09 作者:Izzi Howell  出版社:Hodder Childrens Book UK  裝訂:平裝
Discover the world of engineering with fun, step-by-step projects. Take a closer look at the engineering behind the buildings and structures that surround us. Discover how engineers balance forces s
優惠價: 79 426
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Power from Below in Premodern Societies:The Dynamics of Political Complexity in the Archaeological Record
90 折
出版日:2021/11/30 作者:T. L. Thurston  出版社:Cambridge Univ Pr  裝訂:精裝
This volume challenges previous views of social organization focused on elites by offering innovative perspectives on 'power from below.' Using a variety of archaeological, anthropological, and historical data to question traditional narratives of complexity as inextricably linked to top-down power structures, it exemplifies how commoners have developed strategies to sustain non-hierarchical networks and contest the rise of inequalities. Through case studies from around the world – ranging from Europe to New Guinea, and from Mesoamerica to China – an international team of contributors explores the diverse and dynamic nature of power relations in premodern societies. The theoretical models discussed throughout the volume include a reassessment of key concepts such as heterarchy, collective action, and resistance. Thus, the book adds considerable nuance to our understanding of power in the past, and also opens new avenues of reflection that can help inform discussions about our collectiv
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Optimization for Data Analysis
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出版日:2021/10/31 作者:Stephen J. Wright  出版社:Cambridge Univ Pr  裝訂:精裝
Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; found
優惠價: 9 2222
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Data Strategy: How to Profit from a World of Big Data, Analytics and Artificial Intelligence
90 折
出版日:2021/10/26 作者:Bernard Marr  出版社:KOGAN PAGE  裝訂:平裝
FIRST EDITION BRONZE RUNNER UP: Axiom Awards 2018 - Business Technology Category 90% of today's data was generated in the last two years and the amount of data we have available is predicted to double every two years. Data is an integral strategic asset for all businesses. Learn how to leverage this data and generate valuable insights from bestselling author and Big Data guru Bernard Marr. Data has massive potential for all businesses when used correctly, from small organizations to tech giants and huge multinationals. But this resource is too often not being fully utilized and is far from being arguably the world's most valuable resource. Data Strategy is the must-read guide on how to create a robust data-driven approach that will harness the power of data to revolutionize your business. Explaining how to collect, use and manage data, this book prepares any organization with the tools and strategies needed to thrive in the digital economy. This new edition of this bestselling title is
優惠價: 9 1732
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Data Science for Covid-19: Volume 2: Societal and Medical Perspectives
90 折
出版日:2021/10/01 作者:Utku Kose(EDI)  出版社:ACADEMIC PR INC  裝訂:平裝
Data Science for COVID-19, Volume 2: Societal and Medical Perspectives presents the most current and leading-edge research into the applications of a variety of data science techniques to the detection, mitigation, treatment, and elimination of the COVID-19 virus around the world. At this point, Cognitive Data Science is the most powerful tool for researchers to fight COVID-19. Thanks to instant data-analysis and predictive techniques including Artificial Intelligence, Machine Learning, Deep Learning, Data Mining, and computational modeling for processing large amounts of data, recognizing patterns, modeling new techniques, and improving both research and treatment outcomes. Data Science for COVID-19, Volume 2 extends the coverage of Volume 1 into research on statistical data and applications of Data Science to a variety of perspectives for analysis and understanding of the wide variety of impacts COVID-19 is having on societies and medical practice around the world.
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Coarse Geometry of Topological Groups
90 折
出版日:2021/09/30 作者:Christian Rosendal  出版社:Cambridge Univ Pr  裝訂:精裝
This book provides a general framework for doing geometric group theory for many non-locally-compact topological transformation groups that arise in mathematical practice, including homeomorphism and diffeomorphism groups of manifolds, isometry groups of separable metric spaces and automorphism groups of countable structures. Using Roe's framework of coarse structures and spaces, the author defines a natural coarse geometric structure on all topological groups. This structure is accessible to investigation, especially in the case of Polish groups, and often has an explicit description, generalising well-known structures in familiar cases including finitely generated discrete groups, compactly generated locally compact groups and Banach spaces. In most cases, the coarse geometric structure is metrisable and may even be refined to a canonical quasimetric structure on the group. The book contains many worked examples and sufficient introductory material to be accessible to beginning gradu
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The Violence Project: How to Stop a Mass Shooting Epidemic
滿額折
出版日:2021/09/07 作者:Jillian Peterson  出版社:Harry N Abrams  裝訂:精裝
An examination of the phenomenon of mass shootings in America and an urgent call to implement evidence-based strategies to stop these tragedies Using data from the writers’ groundbreaking research on
優惠價: 79 841
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Modern Dimension Reduction
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出版日:2021/07/31 作者:Philip D. Waggoner  出版社:Cambridge Univ Pr  裝訂:平裝
Data are not only ubiquitous in society, but are increasingly complex both in size and dimensionality. Dimension reduction offers researchers and scholars the ability to make such complex, high dimensional data spaces simpler and more manageable. This Element offers readers a suite of modern unsupervised dimension reduction techniques along with hundreds of lines of R code, to efficiently represent the original high dimensional data space in a simplified, lower dimensional subspace. Launching from the earliest dimension reduction technique principal components analysis and using real social science data, I introduce and walk readers through application of the following techniques: locally linear embedding, t-distributed stochastic neighbor embedding (t-SNE), uniform manifold approximation and projection, self-organizing maps, and deep autoencoders. The result is a well-stocked toolbox of unsupervised algorithms for tackling the complexities of high dimensional data so common in modern
優惠價: 9 995
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Reciprocity, Evolution, and Decision Games in Network and Data Science
90 折
出版日:2021/07/31 作者:Yan Chen  出版社:Cambridge Univ Pr  裝訂:精裝
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.
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