Data Science In The Library
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Data Science For Librarians
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Author : Yunfei Du
language : en
Publisher: Bloomsbury Publishing USA
Release Date : 2020-03-26
Data Science For Librarians written by Yunfei Du and has been published by Bloomsbury Publishing USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-26 with Language Arts & Disciplines categories.
This unique textbook intersects traditional library science with data science principles that readers will find useful in implementing or improving data services within their libraries. Data Science for Librarians introduces data science to students and practitioners in library services. Writing for academic, public, and school library managers; library science students; and library and information science educators, authors Yunfei Du and Hammad Rauf Khan provide a thorough overview of conceptual and practical tools for data librarian practice. Partially due to how quickly data science evolves, libraries have yet to recognize core competencies and skills required to perform the job duties of a data librarian. As society transitions from the information age into the era of big data, librarians and information professionals require new knowledge and skills to stay current and take on new job roles, such as data librarianship. Such skills as data curation, research data management, statistical analysis, business analytics, visualization, smart city data, and learning analytics are relevant in library services today and will become increasingly so in the near future. This text serves as a tool for library and information science students and educators working on data science curriculum design.
Data Science In The Library
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Author : Joel Herndon
language : en
Publisher:
Release Date : 2021-08-26
Data Science In The Library written by Joel Herndon and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-26 with categories.
This book explores the rapid expansion of data sources, visualizations, and analytics created in the last decade and explores the strategies, tools, and approaches that educators and information specialists are employing to train a new generation of data professionals.
Hands On Data Science For Librarians
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Author : Sarah Lin
language : en
Publisher: CRC Press
Release Date : 2023-05-09
Hands On Data Science For Librarians written by Sarah Lin and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-09 with Business & Economics categories.
Librarians understand the need to store, use and analyze data related to their collection, patrons and institution, and there has been consistent interest over the last 10 years to improve data management, analysis, and visualization skills within the profession. However, librarians find it difficult to move from out-of-the-box proprietary software applications to the skills necessary to perform the range of data science actions in code. This book will focus on teaching R through relevant examples and skills that librarians need in their day-to-day lives that includes visualizations but goes much further to include web scraping, working with maps, creating interactive reports, machine learning, and others. While there’s a place for theory, ethics, and statistical methods, librarians need a tool to help them acquire enough facility with R to utilize data science skills in their daily work, no matter what type of library they work at (academic, public or special). By walking through each skill and its application to library work before walking the reader through each line of code, this book will support librarians who want to apply data science in their daily work. Hands-On Data Science for Librarians is intended for librarians (and other information professionals) in any library type (public, academic or special) as well as graduate students in library and information science (LIS). Key Features: Only data science book available geared toward librarians that includes step-by-step code examples Examples include all library types (public, academic, special) Relevant datasets Accessible to non-technical professionals Focused on job skills and their applications
The Medical Library Association Guide To Data Management For Librarians
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Author : Lisa Federer
language : en
Publisher: Bloomsbury Publishing USA
Release Date : 2016-09-15
The Medical Library Association Guide To Data Management For Librarians written by Lisa Federer and has been published by Bloomsbury Publishing USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-09-15 with Language Arts & Disciplines categories.
Technological advances and the rise of collaborative, interdisciplinary approaches have changed the practice of research. The 21st century researcher not only faces the challenge of managing increasingly complex datasets, but also new data sharing requirements from funders and journals. Success in today’s research enterprise requires an understanding of how to work effectively with data, yet most researchers have never had any formal training in data management. Libraries have begun developing services and programs to help researchers meet the demands of the data-driven research enterprise, giving librarians exciting new opportunities to use their expertise and skills. The Medical Library Association Guide to Data Management for Librarians highlights the many ways that librarians are addressing researchers’ changing needs at a variety of institutions, including academic, hospital, and government libraries. Each chapter ends with “pearls of wisdom,” a bulleted list of 5-10 takeaway messages from the chapter that will help readers quickly put the ideas from the chapter into practice. From theoretical foundations to practical applications, this book provides a background for librarians who are new to data management as well as new ideas and approaches for experienced data librarians.
Hands On Data Science With Anaconda
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Author : Yuxing Yan
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-05-31
Hands On Data Science With Anaconda written by Yuxing Yan and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-05-31 with Computers categories.
Develop, deploy, and streamline your data science projects with the most popular end-to-end platform, Anaconda Key Features -Use Anaconda to find solutions for clustering, classification, and linear regression -Analyze your data efficiently with the most powerful data science stack -Use the Anaconda cloud to store, share, and discover projects and libraries Book Description Anaconda is an open source platform that brings together the best tools for data science professionals with more than 100 popular packages supporting Python, Scala, and R languages. Hands-On Data Science with Anaconda gets you started with Anaconda and demonstrates how you can use it to perform data science operations in the real world. The book begins with setting up the environment for Anaconda platform in order to make it accessible for tools and frameworks such as Jupyter, pandas, matplotlib, Python, R, Julia, and more. You’ll walk through package manager Conda, through which you can automatically manage all packages including cross-language dependencies, and work across Linux, macOS, and Windows. You’ll explore all the essentials of data science and linear algebra to perform data science tasks using packages such as SciPy, contrastive, scikit-learn, Rattle, and Rmixmod. Once you’re accustomed to all this, you’ll start with operations in data science such as cleaning, sorting, and data classification. You’ll move on to learning how to perform tasks such as clustering, regression, prediction, and building machine learning models and optimizing them. In addition to this, you’ll learn how to visualize data using the packages available for Julia, Python, and R. What you will learn Perform cleaning, sorting, classification, clustering, regression, and dataset modeling using Anaconda Use the package manager conda and discover, install, and use functionally efficient and scalable packages Get comfortable with heterogeneous data exploration using multiple languages within a project Perform distributed computing and use Anaconda Accelerate to optimize computational powers Discover and share packages, notebooks, and environments, and use shared project drives on Anaconda Cloud Tackle advanced data prediction problems Who this book is for Hands-On Data Science with Anaconda is for you if you are a developer who is looking for the best tools in the market to perform data science. It’s also ideal for data analysts and data science professionals who want to improve the efficiency of their data science applications by using the best libraries in multiple languages. Basic programming knowledge with R or Python and introductory knowledge of linear algebra is expected.
A History Of Medical Libraries And Medical Librarianship
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Author : Michael R. Kronenfeld
language : en
Publisher: Bloomsbury Publishing USA
Release Date : 2021-02-11
A History Of Medical Libraries And Medical Librarianship written by Michael R. Kronenfeld and has been published by Bloomsbury Publishing USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-11 with Language Arts & Disciplines categories.
A History of Medical Libraries and Librarianship in the United States: From John Shaw Billingsto the Digital Era presents a history of the profession from the beginnings of the Army Surgeon General’s Library in 1836 to today’s era of the digital health sciences library. The purpose of this book is not only to make this history available to the profession’s practitioners, but also to provide context as medical librarians and libraries enter a new age in their history as the digital information environment has undercut the medical library’s previous role as the depository of the print based KBI/information base. The book divides the profession’s history is divided into seven eras: 1. The Era of the Library of the Office of the Army Surgeon General and John Shaw Billings – 1836 – 1898 2. The Era of the Gentleman Physician Librarian – 1898 to 1945 3. The Era of the Development of the Clinical Research Infrastructure (NIH), the Rapid Expansion in Funded and Published Clinical Research and the Emergence of Medical Librarianship as a Profession – 1945 – 1962 4. The Era of the Development of the National Library of Medicine, Online digital Subject Searching (Medline) and the Creation of the National Health Science Library Infrastructure– 1962 – 1975 5. The Medline Era – A Golden Age for Medical Libraries – 1975 – 1995 6. The Era of Universal Access to Information and the Transition from Paper to Digitally Based Medical Libraries – 1995 – 2015 7. The Era of the Digital Health Sciences Library – 2015 – Each era is reviewed through discussing the developments in the field and the factors which drove those developments. The book will provide current and future medical librarians and information specialists an understanding of the development of their profession and some insights into its future.
Science Libraries In The Self Service Age
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Author : Alvin Hutchinson
language : en
Publisher: Chandos Publishing
Release Date : 2018-11-27
Science Libraries In The Self Service Age written by Alvin Hutchinson and has been published by Chandos Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-27 with Language Arts & Disciplines categories.
Science Libraries in the Self Service Age: Developing New Services, Targeting New Users suggests ways in which libraries can remain relevant to their institution. This book describes the myriad of new services and user communities which science librarians have recently incorporated into their routines. Where applicable, the book focuses on both researcher needs and the simple economics that emphasize the need for new service development. Science librarians will have to adapt to changing behaviors and needs if they want to remain a part of their organization's future. As this trend has hastened science librarians to develop new services, many of them aimed at audiences or user groups which had not typically used the library, this book provides timely tactics on which to build a cohesive plan. - Provides a list of practical, targeted services which science librarians can implement - Presents unified topics previously only dealt with separately (data management services, scholarly communication, digital preservation, etc.) - Considers economic and resource issues in developing new services - Written by an experienced librarian at a global institution
Graph Algorithms
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Author : Mark Needham
language : en
Publisher: O'Reilly Media
Release Date : 2019-05-16
Graph Algorithms written by Mark Needham and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-16 with Computers categories.
Discover how graph algorithms can help you leverage the relationships within your data to develop more intelligent solutions and enhance your machine learning models. You’ll learn how graph analytics are uniquely suited to unfold complex structures and reveal difficult-to-find patterns lurking in your data. Whether you are trying to build dynamic network models or forecast real-world behavior, this book illustrates how graph algorithms deliver value—from finding vulnerabilities and bottlenecks to detecting communities and improving machine learning predictions. This practical book walks you through hands-on examples of how to use graph algorithms in Apache Spark and Neo4j—two of the most common choices for graph analytics. Also included: sample code and tips for over 20 practical graph algorithms that cover optimal pathfinding, importance through centrality, and community detection. Learn how graph analytics vary from conventional statistical analysis Understand how classic graph algorithms work, and how they are applied Get guidance on which algorithms to use for different types of questions Explore algorithm examples with working code and sample datasets from Spark and Neo4j See how connected feature extraction can increase machine learning accuracy and precision Walk through creating an ML workflow for link prediction combining Neo4j and Spark
Essential Leadership Skills For Health Sciences Information Professionals
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Author : Janet Crum
language : en
Publisher: Bloomsbury Publishing PLC
Release Date : 2023-04-04
Essential Leadership Skills For Health Sciences Information Professionals written by Janet Crum and has been published by Bloomsbury Publishing PLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-04 with Language Arts & Disciplines categories.
Selected as a 2025 Doody's Core Title Effective leadership and management are essential to a successful, thriving health sciences library, yet often librarians are promoted into leadership roles with little to no training and support. Then, swamped with the demands of their new positions, they struggle to find time to read multiple books on a leadership topic or attend long (and expensive) leadership training programs. Essential Leadership Skills for Health Sciences Information Professionals is intended to help fill that gap by making the accumulated wisdom of experienced leaders available in a concise, easy-to-digest format. Each chapter is written by an experienced library leader and provides essential background and practical, actionable advice on eleven essential leadership topics: the health sciences library environment; building relationships and engaging stakeholders; setting direction; building and leading the team; engaging your staff; leading with a focus on diversity, equity, and inclusion; planning and managing projects; managing change; decision-making and problem-solving; crisis leadership; and managing and taking care of yourself. Busy leaders and aspiring leaders can learn essential information about a leadership topic quickly, then explore cited and recommended resources as needed to build deeper expertise. While examples are focused on the unique needs and environments of health sciences libraries, much of the material will be useful to leaders in all types of libraries. Today's libraries must navigate challenging and rapidly changing environments and compete for talent in a tight and highly competitive labor market. Effective and compassionate leadership is essential for libraries-and the people who work in them-to thrive in these conditions. Essential Leadership Skills for Health Sciences Information Professionals is designed to help aspiring, new, and experienced leaders develop the skills to build and sustain healthy, innovative, flexible, and resilient organizations and work environments that create value for their employees and the populations they serve.
Library Improvement Through Data Analytics
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Author : Lesley S. J. Farmer
language : en
Publisher: ALA Neal-Schuman
Release Date : 2016-05-26
Library Improvement Through Data Analytics written by Lesley S. J. Farmer and has been published by ALA Neal-Schuman this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-05-26 with Language Arts & Disciplines categories.
This book's clear, concise coverage will enable readers of every experience level to gain a better understanding of statistics in order to facilitate library improvement.