Download or read book Capitalizing on big data written by and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Capitalizing Data Science written by Mathangi Sri Ramachandran and published by BPB Publications. This book was released on 2022-12-03 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock the Potential of Data Science and Machine Learning to Your Business and Organization KEY FEATURES ● Includes today's most popular applications powered by data science and machine learning technology. ● A solid primer on the entire data science lifecycle, detailed with examples. ● An integrated approach to demonstrating the use of Image Processing, Natural Language Processing, and Neural Networks in business. DESCRIPTION Can you foresee how your company and its products will benefit from data science? How can the results of using AI and ML in business be tracked and questioned? Do questions like ‘how do you build a data science team?’ keep popping into your head? All these strategic concerns and challenges are addressed in this book. Firstly, the book explores the evolution of decision-making based on empirical evidence. The book then helps compare the data-supported era with the current data-led era. It also discusses how to successfully run a data science project, the lifecycle of a data science project, and what it looks like. The book dives fairly in-depth into various today's data-led applications, highlights example datasets, discusses obstacles, and explains machine learning models and algorithms intuitively. This book covers structural and organizational considerations for making a data science team. The book helps recommend the use of optimal data science organization structure based on the company's level of development. Finally, the book explains data science's effects on businesses by assisting technological leaders. WHAT YOU WILL LEARN ● Learn the entire data science lifecycle and become fluent in each phase. ● Discover the world of supervised and unsupervised learning applications and structured and unstructured datasets. ● Discuss NLP's function, its potential, and the application of well-known methods like BERT and GPT3. ● Explain practical applications like automatic captioning, machine translation, and emotion recognition. ● Provide a framework for evaluating your team's data science skills and resources. WHO THIS BOOK IS FOR Startups, investors, small businesses, product management teams, CxO and all developing businesses desiring to leverage a data science team to gain the most from this book. The book also discusses the potential of practical applications of machine learning and AI for the future of businesses in banking and e-commerce. TABLE OF CONTENTS 1. Data-Driven Decisions from Beginning to Now 2. Data Science Life Cycle —Part 1 3. Data Science Life Cycle —Part 2 4. Deep Dive into AI 5. Applying AI with Structured Data—Banking 6. Applying AI with Structured Data 7. Applying AI with Structured Data—On-Demand Deliveries 8. AI in Natural Language Processing 9. Bringing It All Together
Download or read book Capitalizing on the Power of Big Data written by and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The race is on for big data adoption, with many organizations leading the way while others struggle to understand what it means and determine whether it is right for their organization or function. Break through the big data hype to understand the business implications of this evolving discipline.
Download or read book Big Data Concepts Methodologies Tools and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2016-04-20 with total page 2523 pages. Available in PDF, EPUB and Kindle. Book excerpt: The digital age has presented an exponential growth in the amount of data available to individuals looking to draw conclusions based on given or collected information across industries. Challenges associated with the analysis, security, sharing, storage, and visualization of large and complex data sets continue to plague data scientists and analysts alike as traditional data processing applications struggle to adequately manage big data. Big Data: Concepts, Methodologies, Tools, and Applications is a multi-volume compendium of research-based perspectives and solutions within the realm of large-scale and complex data sets. Taking a multidisciplinary approach, this publication presents exhaustive coverage of crucial topics in the field of big data including diverse applications, storage solutions, analysis techniques, and methods for searching and transferring large data sets, in addition to security issues. Emphasizing essential research in the field of data science, this publication is an ideal reference source for data analysts, IT professionals, researchers, and academics.
Download or read book Transactions on Large Scale Data and Knowledge Centered Systems XLIII written by Abdelkader Hameurlain and published by Springer Nature. This book was released on 2020-08-12 with total page 139 pages. Available in PDF, EPUB and Kindle. Book excerpt: The LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing (e.g., computing resources, services, metadata, data sources) across different sites connected through networks has led to an evolution of data- and knowledge-management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. This, the 43rd issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, contains five revised selected regular papers. Topics covered include classification tasks, machine learning algorithms, top-k queries, business process redesign and a knowledge capitalization framework.
Download or read book Reinventing Capitalism in the Age of Big Data written by Viktor Mayer-Schönberger and published by Basic Books. This book was released on 2018-02-27 with total page 239 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the New York Times bestselling author of Big Data, a prediction for how data will revolutionize the market economy and make cash, banks, and big companies obsolete In modern history, the story of capitalism has been a story of firms and financiers. That's all going to change thanks to the Big Data revolution. As Viktor Mayer-Schörger, bestselling author of Big Data, and Thomas Ramge, who writes for The Economist, show, data is replacing money as the driver of market behavior. Big finance and big companies will be replaced by small groups and individual actors who make markets instead of making things: think Uber instead of Ford, or Airbnb instead of Hyatt. This is the dawn of the era of data capitalism. Will it be an age of prosperity or of calamity? This book provides the indispensable roadmap for securing a better future.
Download or read book Your Post Has Been Removed written by Frederik Stjernfelt and published by Springer Nature. This book was released on 2019-01-01 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access monograph argues established democratic norms for freedom of expression should be implemented on the internet. Moderating policies of tech companies as Facebook, Twitter and Google have resulted in posts being removed on an industrial scale. While this moderation is often encouraged by governments - on the pretext that terrorism, bullying, pornography, "hate speech" and "fake news" will slowly disappear from the internet - it enables tech companies to censure our society. It is the social media companies who define what is blacklisted in their community standards. And given the dominance of social media in our information society, we run the risk of outsourcing the definition of our principles for discussion in the public domain to private companies. Instead of leaving it to social media companies only to take action, the authors argue democratic institutions should take an active role in moderating criminal content on the internet. To make this possible, tech companies should be analyzed whether they are approaching a monopoly. Antitrust legislation should be applied to bring those monopolies within democratic governmental oversight. Despite being in different stages in their lives, Anne Mette is in the startup phase of her research career, while Frederik is one of the most prolific philosophers in Denmark, the authors found each other in their concern about Free Speech on the internet. The book was originally published in Danish as Dit opslag er blevet fjernet - techgiganter & ytringsfrihed. Praise for 'Your Post has been Removed' "From my perspective both as a politician and as private book collector, this is the most important non-fiction book of the 21st Century. It should be disseminated to all European citizens. The learnings of this book and the use we make of them today are crucial for every man, woman and child on earth. Now and in the future." Jens Rohde, member of the European Parliament for the Alliance of Liberals and Democrats for Europe "This timely book compellingly presents an impressive array of information and analysis about the urgent threats the tech giants pose to the robust freedom of speech and access to information that are essential for individual liberty and democratic self-government. It constructively explores potential strategies for restoring individual control over information flows to and about us. Policymakers worldwide should take heed!" Nadine Strossen, Professor, New York Law School. Author, HATE: Why We Should Resist It with Free Speech, Not Censorship.
Download or read book Big Data and Hadoop written by VK Jain and published by KHANNA PUBLISHING. This book was released on 2017-01-01 with total page 655 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces you to the Big Data processing techniques addressing but not limited to various BI (business intelligence) requirements, such as reporting, batch analytics, online analytical processing (OLAP), data mining and Warehousing, and predictive analytics. The book has been written on IBMs Platform of Hadoop framework. IBM Infosphere BigInsight has the highest amount of tutorial matter available free of cost on Internet which makes it easy to acquire proficiency in this technique. This therefore becomes highly vunerable coaching materials in easy to learn steps. The book optimally provides the courseware as per MCA and M. Tech Level Syllabi of most of the Universities. All components of big Data Platform like Jaql, Hive Pig, Sqoop, Flume , Hadoop Streaming, Oozie: HBase, HDFS, FlumeNG, Whirr, Cloudera, Fuse , Zookeeper and Mahout: Machine learning for Hadoop has been discussed in sufficient Detail with hands on Exercises on each.
Download or read book Strategy is Digital written by Carlos Cordon and published by Springer. This book was released on 2016-06-01 with total page 151 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents strategies and practices to allow everyday companies to cope with the fundamentally changing landscape of business models and to take advantage of the huge business opportunities arising from the advent of big data. It develops several case studies from companies in traditional industries like LEGO, Yamato and Mediq, but also examines small start-ups like Space Tango, which is partnering with major multinationals to develop new business models using big data. The book argues that businesses need to adapt and embark on their big data journey, helps them take the first step, and guides them along their way. It presents successful examples and deducts essential takeaway lessons from them, equipping executives to capitalize on big data and enabling them to make intelligent decisions in the big data transformation, giving their companies an essential competitive edge.
Download or read book Capitalizing from Data written by Shriram Girishkumar Gajjar and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Background: With the advances in communication technologies and the emergence of smart factories, large volumes of data are routinely collected and stored at high sampling rates. The data generation and collection are so fast-paced that humans have to rely on computers for consuming as well as processing the data. This necessitates development of algorithms and methods that can be used to improve process performance and facilitate process monitoring. My research interests are in application of multi-dimensional visualizations, advanced statistical and mathematical algorithms tailored to extract meaningful information from large data-sets collected in industrial plant operations and scientific experiments. These algorithms will at first, be able to unlock significant information from the large datasets. Second, they will provide accurate means to reduce process variability and boost performance. Third, they will allow discovery of the underlying process dynamics that can substantially improve decision-making. Finally, they will provide recommendations for steps that can be taken proactively to avoid sub-optimal and abnormal operations. Methods: 1. Visualization: A control chart is one of the primary techniques for statistical process monitoring of real-time data. However, monitoring hundreds of variables simultaneously using univariate control charts is difficult. An approach based on parallel coordinates is developed to address this challenge. 2. Data dimension reduction: Principal component analysis (PCA), a widely used multivariate technique with various applications ranging from facial recognition to clustering is implemented. One of the drawbacks of using PCA for dimension reduction is that most variable loadings are typically non-zero. Such non-zero variable loadings (NZL) make it difficult to interpret the derived principal components and may confound subsequent analyses. To address this challenge, Sparse Principal Component Analysis (SPCA) is used but specifying number of NZL for each sparse principal component is a numerically hard combinatorial problem. Evolutionary algorithms in conjunction with SPCA are implemented to tackle such combinatorial optimization problems and gain insights about the underlying dynamics of the data. Least Squares SPCA (LS SPCA) is then introduced wherein uncorrelatedness constraints on the components are imposed to obtain uncorrelated sparse loadings 3. Real-time analytics: A novel real-time fault detection, machine learning based diagnosis is developed. Summary: This dissertation, at first, will focus on determination of number of non-zero loadings in SPCA. Second, it will compare the performance of SPCA with PCA for process monitoring that also enables process knowledge discovery. Lastly, parallel coordinates and LS SPCA are introduced for process monitoring and validity of the proposed techniques will be demonstrated through a benchmark process simulator. Keywords: Fault detection, Fault diagnosis, Random Forests, Singular value decomposition, Principal component analysis (PCA), Sparse principal component analysis (SPCA), Least Squares Sparse principal component analysis (LS SPCA), Multivariate statistical process monitoring, Multidimensional visualization, Genetic Algorithms, Random Forests, Big Data, Historical data analysis, Tennessee Eastman process.
Download or read book Data Capital written by Chunlei Tang and published by Springer Nature. This book was released on 2021-01-31 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book defines and develops the concept of data capital. Using an interdisciplinary perspective, this book focuses on the key features of the data economy, systematically presenting the economic aspects of data science. The book (1) introduces an alternative interpretation on economists’ observation of which capital has changed radically since the twentieth century; (2) elaborates on the composition of data capital and it as a factor of production; (3) describes morphological changes in data capital that influence its accumulation and circulation; (4) explains the rise of data capital as an underappreciated cause of phenomena from data sovereign, economic inequality, to stagnating productivity; (5) discusses hopes and challenges for industrial circles, the government and academia when an intangible wealth brought by data (and information or knowledge as well); (6) proposes the development of criteria for measuring regulating data capital in the twenty-first century for regulatory purposes by looking at the prospects for data capital and possible impact on future society. Providing the first a thorough introduction to the theory of data as capital, this book will be useful for those studying economics, data science, and business, as well as those in the financial industry who own, control, or wish to work with data resources.
Download or read book The Secret to Capitalizing on Analytics written by Tarek Riman and published by Cap.TaiM Marketing Inc.. This book was released on 2019-09-06 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Secret to Capitalizing on Analytics' purpose is to help start-ups, students, beginners and entrepreneurs understand how to use data to optimize and improve their business and marketing strategy. All businesses today, no matter what their size, need to know how their website is performing. Without analytics, there is no way for a company to know how their website is performing in terms of attracting, informing and converting visitors.In this book, you will learn how to get started with Google Analytics and how to set it up for optimal tracking. You will also learn to assess which marketing campaigns bring the best traffic to your website, which pages on your website are the most popular and how to extract information about your visitors. Information such as location, interests, age, behaviours and more so you can better understand your web traffic and capitalize on your marketing. You will also learn how to capitalize on the different trends and tools that are available.
Download or read book Capitalizing on Creativity at Work written by Miha Škerlavaj and published by Edward Elgar Publishing. This book was released on 2016-03-25 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: How does one implement highly creative ideas in the workplace? Though creativity fuels modern businesses and organizations, capitalizing on creativity is still a relatively unchartered territory. The crux of this issue is explored as contributors present and analyze remedies for capitalizing on highly creative ideas. Editors Miha Škerlavaj, Matej Černe, Anders Dysvik and Arne Carlsen have gathered a large network of contributors across four continents to craft this relevant, evidence-based and holistic text. Multiple levels, methods, approaches and perspectives are all considered while focusing on a single research question. Chapters feature a combination of research-based materials, stories and short cases to show what can be done to implement highly creative ideas in the workplace. This extremely relevant subject will be of interest to a large number of organizations worldwide that are looking to tap into the potential of highly creative and possibly useful ideas to build their competitive advantage. Specifically, management consultants in Human Resource Management, innovation, creativity, coaching, and/or leadership will find this book useful. It can also be used in Innovation Management MSc and MBA courses, executive education courses, as well as for PhD researchers and innovation management scholars.
Download or read book Proceedings of the 10th International Conference on Intellectual Capital knowledge Management and Organisational Learning written by Dr Annie Green and published by Academic Conferences Limited. This book was released on 2013-01-09 with total page 702 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book What s the Big Idea written by Thomas H. Davenport and published by Harvard Business Press. This book was released on 2003 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explores where new ideas come from, how to evaluate which ideas are worth pursuing, and how to customize ideas to suit and organization's unique needs.
Download or read book Advanced Intelligent Systems for Sustainable Development AI2SD 2018 written by Mostafa Ezziyyani and published by Springer. This book was released on 2019-03-06 with total page 1005 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes the outcomes of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD-2018), held in Tangier, Morocco on July 12–14, 2018. Presenting the latest research in the field of computing sciences and information technology, it discusses new challenges and provides valuable insights into the field, the goal being to stimulate debate, and to promote closer interaction and interdisciplinary collaboration between researchers and practitioners. Though chiefly intended for researchers and practitioners in advanced information technology management and networking, the book will also be of interest to those engaged in emerging fields such as data science and analytics, big data, internet of things, smart networked systems, artificial intelligence, expert systems and cloud computing.
Download or read book Big Data in Cognitive Science written by Michael N. Jones and published by Psychology Press. This book was released on 2016-11-03 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The primary goal of this volume is to present cutting-edge examples of mining large and naturalistic datasets to discover important principles of cognition and to evaluate theories in a way that would not be possible without such scale. It explores techniques that have been underexploited by cognitive psychologists and explains how big data from numerous sources can inform researchers with different research interests and shed further light on how brain, cognition and behavior are interconnected. The book fills a major gap in the literature and has the potential to rapidly advance knowledge throughout the field. It is essential reading for any cognitive psychology researcher.
