Creating Datasets for Testing Relational Databases

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Publisher : LAP Lambert Academic Publishing
ISBN 13 : 9783847337638
Total Pages : 188 pages
Book Rating : 4.3/5 (376 download)

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Book Synopsis Creating Datasets for Testing Relational Databases by : Ali Raza

Download or read book Creating Datasets for Testing Relational Databases written by Ali Raza and published by LAP Lambert Academic Publishing. This book was released on 2012-04 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Testing of database-intensive applications has unique challenges that stem from hidden dependencies, subtle differences in data semantics, target database schemes, and implicit business rules. These challenges become even more difficult when the application involves integrated and heterogeneous databases or confidential data. Proper test-data that simulate real-world data problems are critical to achieving reasonable quality benchmarks for functional input-validation, load, performance, and stress testing. In general, techniques for creating test-data fall in two broad areas, namely, test-data generation and test-data extraction, that differ significantly in their basic approach, run-time performance, and the types of data they create. Test-data generation relies on generation rules, grammars, and pre-defined domains to create data from scratch. Test-data extraction takes sample data from existing production databases and manipulates that data for testing purposes, while trying to maintain the natural characteristics of the data. This title provides novel test-data extraction techniques and compares it with competing test-data generation.

R for Data Science

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491910364
Total Pages : 521 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis R for Data Science by : Hadley Wickham

Download or read book R for Data Science written by Hadley Wickham and published by "O'Reilly Media, Inc.". This book was released on 2016-12-12 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to use R to turn raw data into insight, knowledge, and understanding. 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

A Tester's Guide to .NET Programming

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Publisher : Apress
ISBN 13 : 1430201169
Total Pages : 622 pages
Book Rating : 4.4/5 (32 download)

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Book Synopsis A Tester's Guide to .NET Programming by : Joe Sweeney

Download or read book A Tester's Guide to .NET Programming written by Joe Sweeney and published by Apress. This book was released on 2006-11-21 with total page 622 pages. Available in PDF, EPUB and Kindle. Book excerpt: *Unlike its competitors, focuses solely on applied programming techniques for testers *Will appeal to both developers and testers alike; already popularized in classrooms worldwide for three years *Testing market is growing as more business adopt .NET technologies

The Microsoft Data Warehouse Toolkit

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Publisher : John Wiley & Sons
ISBN 13 : 0470342919
Total Pages : 794 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis The Microsoft Data Warehouse Toolkit by : Joy Mundy

Download or read book The Microsoft Data Warehouse Toolkit written by Joy Mundy and published by John Wiley & Sons. This book was released on 2007-12-10 with total page 794 pages. Available in PDF, EPUB and Kindle. Book excerpt: This groundbreaking book is the first in the Kimball Toolkit series to be product-specific. Microsoft’s BI toolset has undergone significant changes in the SQL Server 2005 development cycle. SQL Server 2005 is the first viable, full-functioned data warehouse and business intelligence platform to be offered at a price that will make data warehousing and business intelligence available to a broad set of organizations. This book is meant to offer practical techniques to guide those organizations through the myriad of challenges to true success as measured by contribution to business value. Building a data warehousing and business intelligence system is a complex business and engineering effort. While there are significant technical challenges to overcome in successfully deploying a data warehouse, the authors find that the most common reason for data warehouse project failure is insufficient focus on the business users and business problems. In an effort to help people gain success, this book takes the proven Business Dimensional Lifecycle approach first described in best selling The Data Warehouse Lifecycle Toolkit and applies it to the Microsoft SQL Server 2005 tool set. Beginning with a thorough description of how to gather business requirements, the book then works through the details of creating the target dimensional model, setting up the data warehouse infrastructure, creating the relational atomic database, creating the analysis services databases, designing and building the standard report set, implementing security, dealing with metadata, managing ongoing maintenance and growing the DW/BI system. All of these steps tie back to the business requirements. Each chapter describes the practical steps in the context of the SQL Server 2005 platform. Intended Audience The target audience for this book is the IT department or service provider (consultant) who is: Planning a small to mid-range data warehouse project; Evaluating or planning to use Microsoft technologies as the primary or exclusive data warehouse server technology; Familiar with the general concepts of data warehousing and business intelligence. The book will be directed primarily at the project leader and the warehouse developers, although everyone involved with a data warehouse project will find the book useful. Some of the book’s content will be more technical than the typical project leader will need; other chapters and sections will focus on business issues that are interesting to a database administrator or programmer as guiding information. The book is focused on the mass market, where the volume of data in a single application or data mart is less than 500 GB of raw data. While the book does discuss issues around handling larger warehouses in the Microsoft environment, it is not exclusively, or even primarily, concerned with the unusual challenges of extremely large datasets. About the Authors JOY MUNDY has focused on data warehousing and business intelligence since the early 1990s, specializing in business requirements analysis, dimensional modeling, and business intelligence systems architecture. Joy co-founded InfoDynamics LLC, a data warehouse consulting firm, then joined Microsoft WebTV to develop closed-loop analytic applications and a packaged data warehouse. Before returning to consulting with the Kimball Group in 2004, Joy worked in Microsoft SQL Server product development, managing a team that developed the best practices for building business intelligence systems on the Microsoft platform. Joy began her career as a business analyst in banking and finance. She graduated from Tufts University with a BA in Economics, and from Stanford with an MS in Engineering Economic Systems. WARREN THORNTHWAITE has been building data warehousing and business intelligence systems since 1980. Warren worked at Metaphor for eight years, where he managed the consulting organization and implemented many major data warehouse systems. After Metaphor, Warren managed the enterprise-wide data warehouse development at Stanford University. He then co-founded InfoDynamics LLC, a data warehouse consulting firm, with his co-author, Joy Mundy. Warren joined up with WebTV to help build a world class, multi-terabyte customer focused data warehouse before returning to consulting with the Kimball Group. In addition to designing data warehouses for a range of industries, Warren speaks at major industry conferences and for leading vendors, and is a long-time instructor for Kimball University. Warren holds an MBA in Decision Sciences from the University of Pennsylvania's Wharton School, and a BA in Communications Studies from the University of Michigan. RALPH KIMBALL, PH.D., has been a leading visionary in the data warehouse industry since 1982 and is one of today's most internationally well-known authors, speakers, consultants, and teachers on data warehousing. He writes the "Data Warehouse Architect" column for Intelligent Enterprise (formerly DBMS) magazine.

Enterprise Information Systems II

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Publisher : Springer Science & Business Media
ISBN 13 : 9401714274
Total Pages : 227 pages
Book Rating : 4.4/5 (17 download)

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Book Synopsis Enterprise Information Systems II by : B. Sharp

Download or read book Enterprise Information Systems II written by B. Sharp and published by Springer Science & Business Media. This book was released on 2013-11-11 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises the refereed papers together with the invited keynote papers, presented at the Second International Conference on Enterprise Information Systems. The conference was organised by the School of Computing at Staffordshire University, UK, and the Escola Superior de Tecnologia of Setubal, Portugal, in cooperation with the British Computer Society and the International Federation for Information Processing, Working Group 8.1. The purpose of this 2nd International Conference was to bring together researchers, engineers and practitioners interested in the advances in and business applications of information systems. The papers demonstrate the vitality and vibrancy of the field of Enterprise Information Systems. The research papers included here were selected from among 143 submissions from 32 countries in the following four areas: Enterprise Database Applications, Artificial Intelligence Applications and Decision Support Systems, Systems Analysis and Specification, and Internet and Electronic Commerce. Every paper had at least two reVIewers drawn from 10 countries. The papers included in this book were recommended by the reviewers. On behalf of the conference organising committee we would like to thank all the members of the Programme Committee for their work in reviewing and selecting the papers that appear in this volume. We would also like to thank all the authors who have submitted their papers to this conference, and would like to apologise to the authors that we were unable to include and wish them success next year.

Integrating Relational Databases with the Semantic Web

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Publisher : IOS Press
ISBN 13 : 1614996296
Total Pages : 212 pages
Book Rating : 4.6/5 (149 download)

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Book Synopsis Integrating Relational Databases with the Semantic Web by : J.F. Sequeda

Download or read book Integrating Relational Databases with the Semantic Web written by J.F. Sequeda and published by IOS Press. This book was released on 2016-07-28 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: An early vision in Computer Science was to create intelligent systems capable of reasoning on larg¬e amounts of data. Independent results in the areas of Semantic Web and Relational Databases have advanced us towards this vision. Despite independent advances, the interface between Relational Databases and Semantic Web is poorly understood. This dissertation revisits this early vision with respect to current technology and addresses the following question: How and to what extent can Relational Databases be integrated with the Semantic Web? The thesis is that much of the existing Relational Database infrastructure can be reused to support the Semantic Web. Two problems are studied. Can a Relational Database be automatically virtualized as a Semantic Web data source? The first contribution is an automatic direct mapping from a Relational Database schema and data to RDF and OWL. The second contribution is a method capable of evaluating SPARQL queries against the Relational Database by exploiting two existing relational query optimizations. These contributions are embodied in the Ultrawrap system. Experiments show that SPARQL query execution performance on Ultrawrap is comparable to that of SQL queries written directly for the relational data. Such results have not been previously achieved. Can a Relational Database be mapped to existing Semantic Web ontologies and act as a reasoner? A third contribution is a method for Relational Databases to support inheritance and transitivity by compiling the ontology as mappings, implementing the mappings as views, using SQL recursion and optimizing by materializing views. Ultrawrap is extended with this contribution. Empirical analysis reveals that Relational Databases are able to effectively act as reasoners.

The Data Warehouse Lifecycle Toolkit

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Publisher : John Wiley & Sons
ISBN 13 : 1118079566
Total Pages : 674 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis The Data Warehouse Lifecycle Toolkit by : Ralph Kimball

Download or read book The Data Warehouse Lifecycle Toolkit written by Ralph Kimball and published by John Wiley & Sons. This book was released on 2011-03-08 with total page 674 pages. Available in PDF, EPUB and Kindle. Book excerpt: A thorough update to the industry standard for designing, developing, and deploying data warehouse and business intelligence systems The world of data warehousing has changed remarkably since the first edition of The Data Warehouse Lifecycle Toolkit was published in 1998. In that time, the data warehouse industry has reached full maturity and acceptance, hardware and software have made staggering advances, and the techniques promoted in the premiere edition of this book have been adopted by nearly all data warehouse vendors and practitioners. In addition, the term "business intelligence" emerged to reflect the mission of the data warehouse: wrangling the data out of source systems, cleaning it, and delivering it to add value to the business. Ralph Kimball and his colleagues have refined the original set of Lifecycle methods and techniques based on their consulting and training experience. The authors understand first-hand that a data warehousing/business intelligence (DW/BI) system needs to change as fast as its surrounding organization evolves. To that end, they walk you through the detailed steps of designing, developing, and deploying a DW/BI system. You'll learn to create adaptable systems that deliver data and analyses to business users so they can make better business decisions.

Database Systems for Advanced Applications

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Publisher : Springer Nature
ISBN 13 : 303100129X
Total Pages : 577 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Database Systems for Advanced Applications by : Arnab Bhattacharya

Download or read book Database Systems for Advanced Applications written by Arnab Bhattacharya and published by Springer Nature. This book was released on 2022-04-22 with total page 577 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 13245, 13246 and 13247 constitutes the proceedings of the 26th International Conference on Database Systems for Advanced Applications, DASFAA 2022, held online, in April 2021. The total of 72 full papers, along with 76 short papers, are presented in this three-volume set was carefully reviewed and selected from 543 submissions. Additionally, 13 industrial papers, 9 demo papers and 2 PhD consortium papers are included. The conference was planned to take place in Hyderabad, India, but it was held virtually due to the COVID-19 pandemic.

Privacy in Statistical Databases

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Publisher : Springer Nature
ISBN 13 : 3031696514
Total Pages : 434 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Privacy in Statistical Databases by : Josep Domingo-Ferrer

Download or read book Privacy in Statistical Databases written by Josep Domingo-Ferrer and published by Springer Nature. This book was released on with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Synthetic Data Vault

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Publisher :
ISBN 13 :
Total Pages : 80 pages
Book Rating : 4.:/5 (988 download)

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Book Synopsis The Synthetic Data Vault by : Neha R. Patki

Download or read book The Synthetic Data Vault written by Neha R. Patki and published by . This book was released on 2016 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of this thesis is to build a system that automatically creates synthetic data for enabling data science endeavors. To meet this goal, we present the Synthetic Data Vault (SDV), a system that builds generative models of relational databases. We are able to sample from the model and create synthetic data, hence the name SDV. When implementing the SDV, we developed an algorithm that computes statistics at the intersection of related database tables. We then use a state-of-the-art multivariate modeling approach to model this data. The SDV iterates through all possible relations, ultimately creating a model for the entire database. Once this model is computed, the same relational information allows the SDV to synthesize data by sampling from any part of the database. After building the SDV, we used it to generate synthetic data for five different publicly available datasets. We then published the datasets and asked data scientists to develop predictive models for them as part of a crowdsourced experiment. On May 18, 2016, preliminary analysis from the ongoing experiment provided evidence that the synthetic data can successfully replace original data for data science. Our analysis indicates that there is no significant difference in the work produced by data scientists who used synthetic data as opposed to real data. We conclude that the SDV is a viable solution for synthetic data generation. Our primary contribution is that we designed and implemented the first generative modeling system for relational databases that demonstratively synthesizes realistic data.

.NET Programming

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Publisher : John Wiley & Sons
ISBN 13 : 0782150969
Total Pages : 447 pages
Book Rating : 4.7/5 (821 download)

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Book Synopsis .NET Programming by : A. Russell Jones

Download or read book .NET Programming written by A. Russell Jones and published by John Wiley & Sons. This book was released on 2006-02-20 with total page 447 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you're an experienced programmer finding your way with .NET, then this book is for you. If your .NET skills are already solid, then this book is still for you. These ten-minute solutions fill the gaps in your knowledge: from them, you'll learn a lot about the realities of programming with .NET technologies, whether you're writing database applications, web applications, or desktop applications. But they're also solutions to the problems you're most likely to encounter in each of these areas. Particularly when a project entails new techniques or draws you into a realm outside your expertise, you need quick and reliable answers. Here, a couple of veterans provide them. Based on the popular question-and-answer feature of the DevX website, all are in-depth, code-intensive solutions that explain both the how and the why, helping you past immediate obstacles and ultimately making you a more knowledgeable programmer. Here are some of the solutions you'll find inside: The new ListBox control's data model: how it differs, how to work with it, why it's better The new I/O model: storing and retrieving complete objects with streams Launching and monitoring external programs from VB.NET applications: the Process class and how it improves on classic VB Shell command ADO.NET support for keeping calculated columns up to date automatically Moving data between distributed tiers—and keeping it synchronized—using DiffGrams Solutions are organized into three categories: general .NET topics that cut across category boundaries, problems that arise when you're building Windows forms, and issues associated specifically with ADO.NET and ASP.NET programming chores. The book contains VB.NET code examples for every solution.

A Practical Guide to Relational Database Design

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Publisher : Diaxon Ltd
ISBN 13 : 0952604310
Total Pages : 204 pages
Book Rating : 4.9/5 (526 download)

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Book Synopsis A Practical Guide to Relational Database Design by : Peter Domanski

Download or read book A Practical Guide to Relational Database Design written by Peter Domanski and published by Diaxon Ltd. This book was released on 2000-04 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Just Right

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Publisher : Pearson Education
ISBN 13 : 0321898656
Total Pages : 249 pages
Book Rating : 4.3/5 (218 download)

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Book Synopsis Data Just Right by : Michael Manoochehri

Download or read book Data Just Right written by Michael Manoochehri and published by Pearson Education. This book was released on 2014 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Making Big Data Work: Real-World Use Cases and Examples, Practical Code, Detailed Solutions Large-scale data analysis is now vitally important to virtually every business. Mobile and social technologies are generating massive datasets; distributed cloud computing offers the resources to store and analyze them; and professionals have radically new technologies at their command, including NoSQL databases. Until now, however, most books on "Big Data" have been little more than business polemics or product catalogs. Data Just Right is different: It's a completely practical and indispensable guide for every Big Data decision-maker, implementer, and strategist. Michael Manoochehri, a former Google engineer and data hacker, writes for professionals who need practical solutions that can be implemented with limited resources and time. Drawing on his extensive experience, he helps you focus on building applications, rather than infrastructure, because that's where you can derive the most value. Manoochehri shows how to address each of today's key Big Data use cases in a cost-effective way by combining technologies in hybrid solutions. You'll find expert approaches to managing massive datasets, visualizing data, building data pipelines and dashboards, choosing tools for statistical analysis, and more. Throughout, the author demonstrates techniques using many of today's leading data analysis tools, including Hadoop, Hive, Shark, R, Apache Pig, Mahout, and Google BigQuery. Coverage includes Mastering the four guiding principles of Big Data success--and avoiding common pitfalls Emphasizing collaboration and avoiding problems with siloed data Hosting and sharing multi-terabyte datasets efficiently and economically "Building for infinity" to support rapid growth Developing a NoSQL Web app with Redis to collect crowd-sourced data Running distributed queries over massive datasets with Hadoop, Hive, and Shark Building a data dashboard with Google BigQuery Exploring large datasets with advanced visualization Implementing efficient pipelines for transforming immense amounts of data Automating complex processing with Apache Pig and the Cascading Java library Applying machine learning to classify, recommend, and predict incoming information Using R to perform statistical analysis on massive datasets Building highly efficient analytics workflows with Python and Pandas Establishing sensible purchasing strategies: when to build, buy, or outsource Previewing emerging trends and convergences in scalable data technologies and the evolving role of the Data Scientist

The Semantic Web: Research and Applications

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Publisher : Springer
ISBN 13 : 3642210643
Total Pages : 550 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis The Semantic Web: Research and Applications by : Grigoris Antoniou

Download or read book The Semantic Web: Research and Applications written by Grigoris Antoniou and published by Springer. This book was released on 2011-06-11 with total page 550 pages. Available in PDF, EPUB and Kindle. Book excerpt: The books (LNCS 6643 and 6644) constitute the refereed proceedings of the 8th European Semantic Web Conference, ESWC 2011, held in Heraklion, Crete, Greece, in May/June 2011. The 57 revised full papers of the research track presented together with 7 PhD symposium papers and 14 demo papers were carefully reviewed and selected from 291 submissions. The papers are organized in topical sections on digital libraries track; inductive and probabilistic approaches track; linked open data track; mobile web track; natural language processing track; ontologies track; and reasoning track (part I); semantic data management track; semantic web in use track; sensor web track; software, services, processes and cloud computing track; social web and web science track; demo track, PhD symposium (part II).

Relational Databases

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Author :
Publisher : Ellis Horwood
ISBN 13 :
Total Pages : 226 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Relational Databases by : Ernst Grill

Download or read book Relational Databases written by Ernst Grill and published by Ellis Horwood. This book was released on 1990 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: An explanation of the theory of relational databases which introduces the elements of stable data structures with an emphasis on their design. The book also provides a comprehensive coverage of relational languages and introduces a methodology based on the results of Windsor and Stanway's work.

Sharing Big Data Safely

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491953640
Total Pages : 97 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Sharing Big Data Safely by : Ted Dunning

Download or read book Sharing Big Data Safely written by Ted Dunning and published by "O'Reilly Media, Inc.". This book was released on 2015-09-15 with total page 97 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many big data-driven companies today are moving to protect certain types of data against intrusion, leaks, or unauthorized eyes. But how do you lock down data while granting access to people who need to see it? In this practical book, authors Ted Dunning and Ellen Friedman offer two novel and practical solutions that you can implement right away. Ideal for both technical and non-technical decision makers, group leaders, developers, and data scientists, this book shows you how to: Share original data in a controlled way so that different groups within your organization only see part of the whole. You’ll learn how to do this with the new open source SQL query engine Apache Drill. Provide synthetic data that emulates the behavior of sensitive data. This approach enables external advisors to work with you on projects involving data that you can't show them. If you’re intrigued by the synthetic data solution, explore the log-synth program that Ted Dunning developed as open source code (available on GitHub), along with how-to instructions and tips for best practice. You’ll also get a collection of use cases. Providing lock-down security while safely sharing data is a significant challenge for a growing number of organizations. With this book, you’ll discover new options to share data safely without sacrificing security.

Performance Evaluation and Benchmarking for the Era of Artificial Intelligence

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Author :
Publisher : Springer
ISBN 13 : 303011404X
Total Pages : 155 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Performance Evaluation and Benchmarking for the Era of Artificial Intelligence by : Raghunath Nambiar

Download or read book Performance Evaluation and Benchmarking for the Era of Artificial Intelligence written by Raghunath Nambiar and published by Springer. This book was released on 2019-01-29 with total page 155 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 10th TPC Technology Conference on Performance Evaluation and Benchmarking, TPCTC 2018, held in conjunction with the 44th International Conference on Very Large Databases (VLDB 2018) in August 2018. The 10 papers presented were carefully reviewed and selected from numerous submissions. The TPC encourages researchers and industry experts to present and debate novel ideas and methodologies in performance evaluation, measurement, and characterization.