Data Analytics Applications In Gaming And Entertainment

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Data Analytics Applications in Gaming and Entertainment

Author : Günter Wallner
Publisher : CRC Press
ISBN 13 : 1000001865
Total Pages : 284 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Data Analytics Applications in Gaming and Entertainment by : Günter Wallner

Download or read book Data Analytics Applications in Gaming and Entertainment written by Günter Wallner and published by CRC Press. This book was released on 2019-07-11 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: The last decade has witnessed the rise of big data in game development as the increasing proliferation of Internet-enabled gaming devices has made it easier than ever before to collect large amounts of player-related data. At the same time, the emergence of new business models and the diversification of the player base have exposed a broader potential audience, which attaches great importance to being able to tailor game experiences to a wide range of preferences and skill levels. This, in turn, has led to a growing interest in data mining techniques, as they offer new opportunities for deriving actionable insights to inform game design, to ensure customer satisfaction, to maximize revenues, and to drive technical innovation. By now, data mining and analytics have become vital components of game development. The amount of work being done in this area nowadays makes this an ideal time to put together a book on this subject. Data Analytics Applications in Gaming and Entertainment seeks to provide a cross section of current data analytics applications in game production. It is intended as a companion for practitioners, academic researchers, and students seeking knowledge on the latest practices in game data mining. The chapters have been chosen in such a way as to cover a wide range of topics and to provide readers with a glimpse at the variety of applications of data mining in gaming. A total of 25 authors from industry and academia have contributed 12 chapters covering topics such as player profiling, approaches for analyzing player communities and their social structures, matchmaking, churn prediction and customer lifetime value estimation, communication of analytical results, and visual approaches to game analytics. This book’s perspectives and concepts will spark heightened interest in game analytics and foment innovative ideas that will advance the exciting field of online gaming and entertainment.

Data Analytics Applications in Gaming and Entertainment

Author : Günter Wallner
Publisher :
ISBN 13 : 9780415005579
Total Pages : 319 pages
Book Rating : 4.0/5 (55 download)

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Book Synopsis Data Analytics Applications in Gaming and Entertainment by : Günter Wallner

Download or read book Data Analytics Applications in Gaming and Entertainment written by Günter Wallner and published by . This book was released on 2019 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Game Analytics

Author : Magy Seif El-Nasr
Publisher : Springer Science & Business Media
ISBN 13 : 1447147693
Total Pages : 800 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Game Analytics by : Magy Seif El-Nasr

Download or read book Game Analytics written by Magy Seif El-Nasr and published by Springer Science & Business Media. This book was released on 2013-03-30 with total page 800 pages. Available in PDF, EPUB and Kindle. Book excerpt: Developing a successful game in today’s market is a challenging endeavor. Thousands of titles are published yearly, all competing for players’ time and attention. Game analytics has emerged in the past few years as one of the main resources for ensuring game quality, maximizing success, understanding player behavior and enhancing the quality of the player experience. It has led to a paradigm shift in the development and design strategies of digital games, bringing data-driven intelligence practices into the fray for informing decision making at operational, tactical and strategic levels. Game Analytics - Maximizing the Value of Player Data is the first book on the topic of game analytics; the process of discovering and communicating patterns in data towards evaluating and driving action, improving performance and solving problems in game development and game research. Written by over 50 international experts from industry and research, it covers a comprehensive range of topics across more than 30 chapters, providing an in-depth discussion of game analytics and its practical applications. Topics covered include monetization strategies, design of telemetry systems, analytics for iterative production, game data mining and big data in game development, spatial analytics, visualization and reporting of analysis, player behavior analysis, quantitative user testing and game user research. This state-of-the-art volume is an essential source of reference for game developers and researchers. Key takeaways include: Thorough introduction to game analytics; covering analytics applied to data on players, processes and performance throughout the game lifecycle. In-depth coverage and advice on setting up analytics systems and developing good practices for integrating analytics in game-development and -management. Contributions by leading researchers and experienced professionals from the industry, including Ubisoft, Sony, EA, Bioware, Square Enix, THQ, Volition, and PlayableGames. Interviews with experienced industry professionals on how they use analytics to create hit games.

Game Data Science

Author : Magy Seif El-Nasr
Publisher : Oxford University Press
ISBN 13 : 0192652710
Total Pages : 320 pages
Book Rating : 4.1/5 (926 download)

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Book Synopsis Game Data Science by : Magy Seif El-Nasr

Download or read book Game Data Science written by Magy Seif El-Nasr and published by Oxford University Press. This book was released on 2021-09-30 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Game data science, defined as the practice of deriving insights from game data, has created a revolution in the multibillion-dollar games industry - informing and enhancing production, design, and development processes. Almost all game companies and academics have now adopted some type of game data science, every tool utilized by game developers allows collecting data from games, yet there has been no definitive resource for academics and professionals in this rapidly developing sector until now. Games Data Science delivers an excellent introduction to this new domain and provides the definitive guide to methods and practices of computer science, analytics, and data science as applied to video games. It is the ideal resource for academic students and professional learners seeking to understand how data science is used within the game development and production cycle, as well as within the interdisciplinary field of games research. Organized into chapters that integrate laboratory and game data examples, this book provides a unique resource to train and educate both industry professionals and academics about the use of game data science, with practical exercises and examples on how such processes are implemented and used in academia and industry, interweaving theoretical learning with practical application throughout.

Entertainment Science

Author : Thorsten Hennig-Thurau
Publisher : Springer
ISBN 13 : 3319892924
Total Pages : 865 pages
Book Rating : 4.3/5 (198 download)

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Book Synopsis Entertainment Science by : Thorsten Hennig-Thurau

Download or read book Entertainment Science written by Thorsten Hennig-Thurau and published by Springer. This book was released on 2018-08-01 with total page 865 pages. Available in PDF, EPUB and Kindle. Book excerpt: The entertainment industry has long been dominated by legendary screenwriter William Goldman’s “Nobody-Knows-Anything” mantra, which argues that success is the result of managerial intuition and instinct. This book builds the case that combining such intuition with data analytics and rigorous scholarly knowledge provides a source of sustainable competitive advantage – the same recipe for success that is behind the rise of firms such as Netflix and Spotify, but has also fueled Disney’s recent success. Unlocking a large repertoire of scientific studies by business scholars and entertainment economists, the authors identify essential factors, mechanisms, and methods that help a new entertainment product succeed. The book thus offers a timely alternative to “Nobody-Knows” decision-making in the digital era: while coupling a good idea with smart data analytics and entertainment theory cannot guarantee a hit, it systematically and substantially increases the probability of success in the entertainment industry. Entertainment Science is poised to inspire fresh new thinking among managers, students of entertainment, and scholars alike. Thorsten Hennig-Thurau and Mark B. Houston – two of our finest scholars in the area of entertainment marketing – have produced a definitive research-based compendium that cuts across various branches of the arts to explain the phenomena that provide consumption experiences to capture the hearts and minds of audiences. Morris B. Holbrook, W. T. Dillard Professor Emeritus of Marketing, Columbia University Entertainment Science is a must-read for everyone working in the entertainment industry today, where the impact of digital and the use of big data can’t be ignored anymore. Hennig-Thurau and Houston are the scientific frontrunners of knowledge that the industry urgently needs. Michael Kölmel, media entrepreneur and Honorary Professor of Media Economics at University of Leipzig Entertainment Science’s winning combination of creativity, theory, and data analytics offers managers in the creative industries and beyond a novel, compelling, and comprehensive approach to support their decision-making. This ground-breaking book marks the dawn of a new Golden Age of fruitful conversation between entertainment scholars, managers, and artists. Allègre Hadida, Associate Professor in Strategy, University of Cambridge

Advanced Data Mining and Applications

Author : Bohan Li
Publisher : Springer Nature
ISBN 13 : 3030954080
Total Pages : 430 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Advanced Data Mining and Applications by : Bohan Li

Download or read book Advanced Data Mining and Applications written by Bohan Li and published by Springer Nature. This book was released on 2022-01-31 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 17th International Conference on Advanced Data Mining and Applications, ADMA 2021, held in Sydney, Australia in February 2022.* The 26 full papers presented together with 35 short papers were carefully reviewed and selected from 116 submissions. The papers were organized in topical sections in Part II named: Pattern mining; Graph mining; Text mining; Multimedia and time series data mining; and Classification, clustering and recommendation. * The conference was originally planned for December 2021, but was postponed to 2022.

Pivoting Government through Digital Transformation

Author : Jay Liebowitz
Publisher : CRC Press
ISBN 13 : 1000919692
Total Pages : 209 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Pivoting Government through Digital Transformation by : Jay Liebowitz

Download or read book Pivoting Government through Digital Transformation written by Jay Liebowitz and published by CRC Press. This book was released on 2023-08-16 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Affecting every sector and country in the world, digital technology is changing the way citizens engage in society, companies conduct business, and governments deliver public services. The COVID-19 pandemic accelerated the pace of digitalization and exposed such vulnerabilities as inadequate infrastructure, weak regulations, and a scarcity of skilled professionals capable of digitally transforming government. Not immune to the digital revolution, governments are slowly adapting to a digital world. Governments are implementing digital solutions to deliver services to their citizens, make payments, and engage the public. Focusing on how government can transition more effectively through digital transformation, Pivoting Government Through Digital Transformation covers the following key components: Setting the stage during the Great Resignation period Filling the digital talent pipeline Best practices and vignettes for applying digital transformation in government Looking ahead towards the future Key chapter contributors from U.S. and foreign governments, as well as state and local governments, discuss how they are coping with today’s environment and how they are using digital transformation efforts to enhance their organization’s effectiveness and digital talent pipeline. With chapters on theory and practice, this groundbreaking book offers an in-depth analysis of the most innovative approaches to e-government and discusses case studies from local, state, and federal government perspectives. This is an essential guide for government employees, scholars, and regular citizens who want to make government work more effectively and democratically in the digital age.

Serious Games Analytics

Author : Christian Sebastian Loh
Publisher : Springer
ISBN 13 : 9783319382197
Total Pages : 0 pages
Book Rating : 4.3/5 (821 download)

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Book Synopsis Serious Games Analytics by : Christian Sebastian Loh

Download or read book Serious Games Analytics written by Christian Sebastian Loh and published by Springer. This book was released on 2016-10-17 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume brings together research on how gameplay data in serious games may be turned into valuable analytics or actionable intelligence for performance measurement, assessment, and improvement. Chapter authors use empirical research methodologies, including existing, experimental, and emerging conceptual frameworks, from various fields, such as: computer science software engineering educational data mining statistics information visualization. Serious games is an emerging field where the games are created using sound learning theories and instructional design principles to maximize learning and training success. But how would stakeholders know what play-learners have done in the game environment, and if the actions performance brings about learning? Could they be playing the game for fun, really learning with evidence of performance improvement, or simply gaming the system, i.e., finding loopholes to fake that they are making progress? This volume endeavors to answer these questions.

Games User Research

Author : Anders Drachen
Publisher : Oxford University Press
ISBN 13 : 0198794843
Total Pages : 549 pages
Book Rating : 4.1/5 (987 download)

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Book Synopsis Games User Research by : Anders Drachen

Download or read book Games User Research written by Anders Drachen and published by Oxford University Press. This book was released on 2018 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: "games user research is the definitive guide to methods and practices for games user professionals, researchers and students seeking additional expertise or starting advice in the game development industry. It is the go-to volume for everyone working with games, with an emphasis on those new to the field."--Back cover.

Artificial Intelligence and Games

Author : Georgios N. Yannakakis
Publisher : Springer
ISBN 13 : 3319635190
Total Pages : 337 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Artificial Intelligence and Games by : Georgios N. Yannakakis

Download or read book Artificial Intelligence and Games written by Georgios N. Yannakakis and published by Springer. This book was released on 2018-02-17 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first textbook dedicated to explaining how artificial intelligence (AI) techniques can be used in and for games. After introductory chapters that explain the background and key techniques in AI and games, the authors explain how to use AI to play games, to generate content for games and to model players. The book will be suitable for undergraduate and graduate courses in games, artificial intelligence, design, human-computer interaction, and computational intelligence, and also for self-study by industrial game developers and practitioners. The authors have developed a website (http://www.gameaibook.org) that complements the material covered in the book with up-to-date exercises, lecture slides and reading.

Data Analytics Approaches in Educational Games and Gamification Systems

Author : Ahmed Tlili
Publisher : Springer Nature
ISBN 13 : 9813293357
Total Pages : 255 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Data Analytics Approaches in Educational Games and Gamification Systems by : Ahmed Tlili

Download or read book Data Analytics Approaches in Educational Games and Gamification Systems written by Ahmed Tlili and published by Springer Nature. This book was released on 2019-09-10 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Game-based learning environments and learning analytics are attracting increasing attention from researchers and educators, since they both can enhance learning outcomes. This book focuses on the application of data analytics approaches and research on human behaviour analysis in game-based learning environments, namely educational games and gamification systems, to provide smart learning. Specifically, it discusses the purposes, advantages and limitations of applying such approaches in these environments. Additionally, the various smart game-based learning environments presented help readers integrate learning analytics in their educational games and gamification systems to, for instance, assess and model students (e.g. their computational thinking) or enhance the learning process for better outcomes. Moreover, the book presents general guidelines on various aspects, such as collecting data for analysis, game-based learning environment design, system architecture and applied algorithms, which facilitate incorporating learning analytics into educational games and gamification systems. After a general introduction to help readers become familiar with the subject area, the individual chapters each discuss a different aim of applying data analytics approaches in educational games and gamification systems. Lastly, the conclusion provides a summary and presents general guidelines and frameworks to consider when designing smart game-based learning environments with learning analytics.

Big Data in Practice

Author : Bernard Marr
Publisher : John Wiley & Sons
ISBN 13 : 1119231396
Total Pages : 320 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Big Data in Practice by : Bernard Marr

Download or read book Big Data in Practice written by Bernard Marr and published by John Wiley & Sons. This book was released on 2016-03-22 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: The best-selling author of Big Data is back, this time with a unique and in-depth insight into how specific companies use big data. Big data is on the tip of everyone's tongue. Everyone understands its power and importance, but many fail to grasp the actionable steps and resources required to utilise it effectively. This book fills the knowledge gap by showing how major companies are using big data every day, from an up-close, on-the-ground perspective. From technology, media and retail, to sport teams, government agencies and financial institutions, learn the actual strategies and processes being used to learn about customers, improve manufacturing, spur innovation, improve safety and so much more. Organised for easy dip-in navigation, each chapter follows the same structure to give you the information you need quickly. For each company profiled, learn what data was used, what problem it solved and the processes put it place to make it practical, as well as the technical details, challenges and lessons learned from each unique scenario. Learn how predictive analytics helps Amazon, Target, John Deere and Apple understand their customers Discover how big data is behind the success of Walmart, LinkedIn, Microsoft and more Learn how big data is changing medicine, law enforcement, hospitality, fashion, science and banking Develop your own big data strategy by accessing additional reading materials at the end of each chapter

The Psychology of Video Games

Author : Celia Hodent
Publisher : Routledge
ISBN 13 : 1000194760
Total Pages : 105 pages
Book Rating : 4.0/5 (1 download)

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Book Synopsis The Psychology of Video Games by : Celia Hodent

Download or read book The Psychology of Video Games written by Celia Hodent and published by Routledge. This book was released on 2020-10-07 with total page 105 pages. Available in PDF, EPUB and Kindle. Book excerpt: What impact can video games have on us as players? How does psychology influence video game creation? Why do some games become cultural phenomena? The Psychology of Video Games introduces the curious reader to the relationship between psychology and video games from the perspective of both game makers and players. Assuming no specialist knowledge, this concise, approachable guide is a starter book for anyone intrigued by what makes video games engaging and what is their psychological impact on gamers. It digests the research exploring the benefits gaming can have on players in relation to education and healthcare, considers the concerns over potential negative impacts such as pathological gaming, and concludes with some ethics considerations. With gaming being one of the most popular forms of entertainment today, The Psychology of Video Games shows the importance of understanding the human brain and its mental processes to foster ethical and inclusive video games.

One Up

Author : Joost van Dreunen
Publisher : Columbia University Press
ISBN 13 : 0231552211
Total Pages : 317 pages
Book Rating : 4.2/5 (315 download)

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Book Synopsis One Up by : Joost van Dreunen

Download or read book One Up written by Joost van Dreunen and published by Columbia University Press. This book was released on 2020-10-06 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: What explains the massive worldwide success of video games such as Fortnite, Minecraft, and Pokémon Go? Game companies and their popularity are poorly understood and often ignored from the standpoint of traditional business strategy. Yet this industry generates billions in revenue by thinking creatively about digital distribution, free-to-play content, and phenomena like e-sports and live streaming. What lessons can we draw from its major successes and failures about the future of entertainment? One Up offers a pioneering empirical analysis of innovation and strategy in the video game industry to explain how it has evolved from a fringe activity to become a mainstream form of entertainment. Joost van Dreunen, a widely recognized industry expert with over twenty years of experience, analyzes how game makers, publishers, and platform holders have tackled strategic challenges to make the video game industry what it is today. Using more than three decades of rigorously compiled industry data, he demonstrates that video game companies flourish when they bring the same level of creativity to business strategy that they bring to game design. Filled with case studies of companies such as Activision Blizzard, Apple, Electronic Arts, Epic Games, Microsoft, Nexon, Sony, Take-Two Interactive, Tencent, and Valve, this book forces us to rethink common misconceptions around the emergence of digital and mobile gaming. One Up is required reading for investors, creatives, managers, and anyone looking to learn about the major drivers of change and growth in contemporary entertainment.

Game Data Science

Author : Magy Seif El-Nasr
Publisher : Oxford University Press
ISBN 13 : 019289787X
Total Pages : 414 pages
Book Rating : 4.1/5 (928 download)

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Book Synopsis Game Data Science by : Magy Seif El-Nasr

Download or read book Game Data Science written by Magy Seif El-Nasr and published by Oxford University Press. This book was released on 2021 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Game Data Science delivers a thorough introduction to this new domain and serves as a definitive guide to the methods and practices of computer science, analytics, and data science as applied to video games. It is the ideal resource for professional learners and students seeking to understand how data science is used within the game development and production cycle, as well as within the interdisciplinary field of games research." -- back cover.

Serious Games

Author : Ralf Dörner
Publisher : Springer
ISBN 13 : 3319406124
Total Pages : 421 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Serious Games by : Ralf Dörner

Download or read book Serious Games written by Ralf Dörner and published by Springer. This book was released on 2016-08-25 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides an introduction to the fundamentals of serious games, which differ considerably from computer games that are meant for pure entertainment. Undergraduate and graduate students from various disciplines who want to learn about serious games are one target group of this book. Prospective developers of serious games are another, as they can use the book for self-study in order to learn about the distinctive features of serious game design and development. And ultimately, the book also addresses prospective users of serious game technologies by providing them with a solid basis for judging the advantages and limitations of serious games in different application areas such as game-based learning, training and simulation or games for health. To cater to this heterogeneous readership and wide range of interests, every effort was made to make the book flexible to use. All readers are expected to study Chapter 1, as it provides the necessary basics and terminology that will be used in all subsequent chapters. The eleven chapters that follow cover the creation of serious games (design, authoring processes and tools, content production), the runtime context of serious games (game engines, adaptation mechanisms, game balancing, game mastering, multi-player serious games), the effects of serious games and their evaluation (player experience, assessment techniques, performance indicators), and serious games in practice (economic aspects, cost-benefit analysis, serious game distribution). To familiarize the readers with best practice in this field, the final chapter presents more than 30 selected examples of serious games illustrating their characteristics and showcasing their practical use. Lecturers can select chapters in a sequence that is most suitable for their specific course or seminar. The book includes specific suggestions for courses such as “Introduction to Serious Games”, “Entertainment Technology”, “Serious Game Design”, “Game-based Learning”, and “Applications of Serious Games”.

Data Analytics: Principles, Tools, and Practices

Author : Gaurav Aroraa
Publisher : BPB Publications
ISBN 13 : 9388511956
Total Pages : 481 pages
Book Rating : 4.3/5 (885 download)

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Book Synopsis Data Analytics: Principles, Tools, and Practices by : Gaurav Aroraa

Download or read book Data Analytics: Principles, Tools, and Practices written by Gaurav Aroraa and published by BPB Publications. This book was released on 2022-01-24 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Complete Data Analytics Guide for Learners and Professionals. KEY FEATURES ● Learn Big Data, Hadoop Architecture, HBase, Hive and NoSQL Database. ● Dive into Machine Learning, its tools, and applications. ● Coverage of applications of Big Data, Data Analysis, and Business Intelligence. DESCRIPTION These days critical problem solving related to data and data sciences is in demand. Professionals who can solve real data science problems using data science tools are in demand. The book “Data Analytics: Principles, Tools, and Practices” can be considered a handbook or a guide for professionals who want to start their journey in the field of data science. The journey starts with the introduction of DBMS, RDBMS, NoSQL, and DocumentDB. The book introduces the essentials of data science and the modern ecosystem, including the important steps such as data ingestion, data munging, and visualization. The book covers the different types of analysis, different Hadoop ecosystem tools like Apache Spark, Apache Hive, R, MapReduce, and NoSQL Database. It also includes the different machine learning techniques that are useful for data analytics and how to visualize data with different graphs and charts. The book discusses useful tools and approaches for data analytics, supported by concrete code examples. After reading this book, you will be motivated to explore real data analytics and make use of the acquired knowledge on databases, BI/DW, data visualization, Big Data tools, and statistical science. WHAT YOU WILL LEARN ● Familiarize yourself with Apache Spark, Apache Hive, R, MapReduce, and NoSQL Database. ● Learn to manage data warehousing with real time transaction processing. ● Explore various machine learning techniques that apply to data analytics. ● Learn how to visualize data using a variety of graphs and charts using real-world examples from the industry. ● Acquaint yourself with Big Data tools and statistical techniques for machine learning. WHO THIS BOOK IS FOR IT graduates, data engineers and entry-level professionals who have a basic understanding of the tools and techniques but want to learn more about how they fit into a broader context are encouraged to read this book. TABLE OF CONTENTS 1. Database Management System 2. Online Transaction Processing and Data Warehouse 3. Business Intelligence and its deeper dynamics 4. Introduction to Data Visualization 5. Advanced Data Visualization 6. Introduction to Big Data and Hadoop 7. Application of Big Data Real Use Cases 8. Application of Big Data 9. Introduction to Machine Learning 10. Advanced Concepts to Machine Learning 11. Application of Machine Learning