Building An Effective Data Science Practice
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Building An Effective Data Science Practice
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Author : Vineet Raina
language : en
Publisher:
Release Date : 2022
Building An Effective Data Science Practice written by Vineet Raina and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.
Gain a deep understanding of data science and the thought process needed to solve problems in that field using the required techniques, technologies and skills that go into forming an interdisciplinary team. This book will enable you to set up an effective team of engineers, data scientists, analysts, and other stakeholders that can collaborate effectively on crucial aspects such as problem formulation, execution of experiments, and model performance evaluation. You'll start by delving into the fundamentals of data science - classes of data science problems, data science techniques and their applications - and gradually build up to building a professional reference operating model for a data science function in an organization. This operating model covers the roles and skills required in a team, the techniques and technologies they use, and the best practices typically followed in executing data science projects. Building an Effective Data Science Practice provides a common base of reference knowledge and solutions, and addresses the kinds of challenges that arise to ensure your data science team is both productive and aligned with the business goals from the very start. Reinforced with real examples, this book allows you to confidently determine the strategic answers to effectively align your business goals with the operations of the data science practice. You will: Transform business objectives into concrete problems that can be solved using data science Evaluate how problems and the specifics of a business drive the techniques and model evaluation guidelines used in a project Build and operate an effective interdisciplinary data science team within an organization Evaluating the progress of the team towards the business RoI Understand the important regulatory aspects that are applicable to a data science practice .
Data Analytics Essentials You Always Wanted To Know
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Author : Vibrant Publishers
language : en
Publisher: Vibrant Publishers
Release Date : 2024-02-29
Data Analytics Essentials You Always Wanted To Know written by Vibrant Publishers and has been published by Vibrant Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-29 with Business & Economics categories.
Upon reading this book, you will get: A fundamental comprehension of data analytics, including its types An understanding of data analytics processes, software tools, and a range of analytics methodologies A comprehension of what daily tasks and procedures the data analysts follow An investigation into the vast field of big data analytics, covering its possibilities and challenges An understanding of the existing legal frameworks, as well as ethical and privacy issues in data analytics Application-based learning using a variety of real-world case studies From raw data to actionable insights - journey through the essentials of data analytics. Data Analytics Essentials You Always Wanted To Know is an approachable and captivating guide to understand the complicated world of data Data analytics is becoming increasingly important in today's data-driven society, and so has the demand for data analysts. Data Analytics Essentials You Always Wanted to Know (Data Analytics Essentials) is a comprehensive yet succinct manual, perfect for you if you are trying to understand the fundamentals of data analytics. It gives a concise introduction to data analytics and its current applicability. This book is a great tool for professionals switching to a career in data analytics and for students who want to learn the basics of data analytics. It will give you a strong foundation by explaining everything in an easy-to-understand language. Data Analytics Essentials goes beyond a theoretical manual and contains real-world case studies and fun facts to help you enhance your knowledge. The chapter summaries and self- assessment tests along with every chapter will help you test yourself as you move from one concept to the next.
Effective Data Science Infrastructure
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Author : Ville Tuulos
language : en
Publisher: Simon and Schuster
Release Date : 2022-08-16
Effective Data Science Infrastructure written by Ville Tuulos and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-16 with Computers categories.
Effective Data Science Infrastructure teaches you to build data pipelines and project workflows that will supercharge data scientists and their projects. Based on state-of-the-art tools and concepts that power data operations of Netflix, this book introduces a customizable cloud-based approach to model development and MLOps that you can easily adapt to your company's specific needs. As you roll out these practical processes, your teams will produce better and faster results when applying data science and machine learning to a wide array of business problems.
Practical Data Science With R Second Edition
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Author : John Mount
language : en
Publisher: Simon and Schuster
Release Date : 2019-11-17
Practical Data Science With R Second Edition written by John Mount and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-17 with Computers categories.
Summary Practical Data Science with R, Second Edition takes a practice-oriented approach to explaining basic principles in the ever expanding field of data science. You’ll jump right to real-world use cases as you apply the R programming language and statistical analysis techniques to carefully explained examples based in marketing, business intelligence, and decision support. About the technology Evidence-based decisions are crucial to success. Applying the right data analysis techniques to your carefully curated business data helps you make accurate predictions, identify trends, and spot trouble in advance. The R data analysis platform provides the tools you need to tackle day-to-day data analysis and machine learning tasks efficiently and effectively. About the book Practical Data Science with R, Second Edition is a task-based tutorial that leads readers through dozens of useful, data analysis practices using the R language. By concentrating on the most important tasks you’ll face on the job, this friendly guide is comfortable both for business analysts and data scientists. Because data is only useful if it can be understood, you’ll also find fantastic tips for organizing and presenting data in tables, as well as snappy visualizations. What's inside Statistical analysis for business pros Effective data presentation The most useful R tools Interpreting complicated predictive models About the reader You’ll need to be comfortable with basic statistics and have an introductory knowledge of R or another high-level programming language. About the author Nina Zumel and John Mount founded a San Francisco–based data science consulting firm. Both hold PhDs from Carnegie Mellon University and blog on statistics, probability, and computer science.
Situating Data Science
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Author : Michelle Hoda Wilkerson
language : en
Publisher: Routledge
Release Date : 2022-04-19
Situating Data Science written by Michelle Hoda Wilkerson and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-19 with Education categories.
The emerging field of Data Science has had a large impact on science and society. This book explores how one distinguishing feature of Data Science – its focus on data collected from social and environmental contexts within which learners often find themselves deeply embedded – suggests serious implications for learning and education. Drawing from theories of learning and identity development in the learning sciences, this volume investigates the impacts of these complex relationships on how learners think about, use, and share data, including their understandings of data in light of history, race, geography, and politics. More than just using ‘real world examples’ to motivate students to work with data, this book demonstrates how learners’ relationships to data shape how they approach those data with agency, as part of their social and cultural lives. Together, the contributions offer a vision of how the learning sciences can contribute to a more expansive, socially aware, and transformative Data Science Education. The chapters in this book were originally published as a special issue of the Journal of the Learning Sciences.
Big Data Science And Analytics For Smart Sustainable Urbanism
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Author : Simon Elias Bibri
language : en
Publisher: Springer
Release Date : 2019-05-30
Big Data Science And Analytics For Smart Sustainable Urbanism written by Simon Elias Bibri and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-30 with Social Science categories.
We are living at the dawn of what has been termed ‘the fourth paradigm of science,’ a scientific revolution that is marked by both the emergence of big data science and analytics, and by the increasing adoption of the underlying technologies in scientific and scholarly research practices. Everything about science development or knowledge production is fundamentally changing thanks to the ever-increasing deluge of data. This is the primary fuel of the new age, which powerful computational processes or analytics algorithms are using to generate valuable knowledge for enhanced decision-making, and deep insights pertaining to a wide variety of practical uses and applications. This book addresses the complex interplay of the scientific, technological, and social dimensions of the city, and what it entails in terms of the systemic implications for smart sustainable urbanism. In concrete terms, it explores the interdisciplinary and transdisciplinary field of smart sustainable urbanism and the unprecedented paradigmatic shifts and practical advances it is undergoing in light of big data science and analytics. This new era of science and technology embodies an unprecedentedly transformative and constitutive power—manifested not only in the form of revolutionizing science and transforming knowledge, but also in advancing social practices, producing new discourses, catalyzing major shifts, and fostering societal transitions. Of particular relevance, it is instigating a massive change in the way both smart cities and sustainable cities are studied and understood, and in how they are planned, designed, operated, managed, and governed in the face of urbanization. This relates to what has been dubbed data-driven smart sustainable urbanism, an emerging approach based on a computational understanding of city systems and processes that reduces urban life to logical and algorithmic rules and procedures, while also harnessing urban big data to provide a more holisticand integrated view or synoptic intelligence of the city. This is increasingly being directed towards improving, advancing, and maintaining the contribution of both sustainable cities and smart cities to the goals of sustainable development. This timely and multifaceted book is aimed at a broad readership. As such, it will appeal to urban scientists, data scientists, urbanists, planners, engineers, designers, policymakers, philosophers of science, and futurists, as well as all readers interested in an overview of the pivotal role of big data science and analytics in advancing every academic discipline and social practice concerned with data–intensive science and its application, particularly in relation to sustainability.
Hands On Apis For Ai And Data Science
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Author : Ryan Day
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2025-03-04
Hands On Apis For Ai And Data Science written by Ryan Day and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-04 with Computers categories.
To succeed in AI and data science, you must first master APIs. API skills are essential for AI and data science success. With this practical book, data scientists and software developers will gain hands-on experience developing and using APIs with the Python programming language and popular frameworks like FastAPI and StreamLit. Part 1 takes you step-by-step through coding projects to build APIs using Python and FastAPI and deploy them in the cloud. Part 2 teaches you to consume APIs in a data science project using industry-standard tools. And in Part 3, you'll use ChatGPT, the LangChain framework, and other tools to access your APIs with generative AI and large language models (LLMs). As you complete the chapters in the book, you'll be creating a professional online portfolio demonstrating your new skill with APIs, AI, and data science. You'll learn how to: Design APIs that data scientists and AIs love Develop APIs using Python and FastAPI Deploy APIs using multiple cloud providers Create data science projects such as visualizations and models using APIs as a data source Access APIs using generative AI and LLMs Author Ryan Day is a data scientist in the financial services industry and an open source developer.
Kellogg On Marketing
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Author : Alexander Chernev
language : en
Publisher: John Wiley & Sons
Release Date : 2023-04-11
Kellogg On Marketing written by Alexander Chernev and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-11 with Business & Economics categories.
The ultimate marketing resource from the world’s leading scholars From the world’s #1 MBA marketing program comes the latest edition of Kellogg on Marketing, presented by Philip Kotler and Alexander Chernev. With hundreds of pages of brand-new material on timely topics, like creating value to disrupt markets, defensive marketing strategies, strategic customer management, building strong brands, and marketing in the metaverse, the book explores foundational and advanced topics in marketing management. You’ll discover a renewed focus on digital transformation and data analytics, as well as comprehensive explanations of the strategic and tactical aspects of effective marketing. From managing business growth to identifying target customers, developing a meaningful value proposition, and data-driven marketing, every area relevant to marketing professionals is covered by expert contributors possessing unique insights into their respective competencies. Readers will also find: Discussions of the unique challenges facing brands in designing and managing their image and techniques for building resilient brands Strategies for creating loyal customers and developing personalization at scale Strategies for designing effective omni-channel marketing platforms Strategies for crafting a successful cross-platform communications campaigns Discussions on the application of data analytics and artificial intelligence to the creation of successful marketing programs An indispensable resource for any professional expected to contribute to their organization’s marketing efforts or business growth, Kellogg on Marketing, Third Edition, also earn a place in curricula of the business school educating the next generation of business leaders.
Creating Effective Undergraduate Research Programs In Science
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Author : Roman Taraban
language : en
Publisher:
Release Date : 2008-07-24
Creating Effective Undergraduate Research Programs In Science written by Roman Taraban and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-07-24 with Education categories.
This is the first comprehensive, data-based study of the benefits to students who actively participate in authentic science research programs. The book features contributors from a variety of institutions who bring together studies of undergraduate research programs. They focus on identifying the successful elements of each program, and then draw valuable conclusions about the effects those programs have on the students. Providing much-needed information about the organization and administration of programs and the challenges to create and sustain viable research opportunities, this essential resource: Features a variety of perspectives, including those of external evaluators, longtime program directors, participants, and administrators. Identifies the characteristics of effective programs and the kinds of gains that faculty and administrators can expect from them. Examines the barriers to research opportunities, including lack of departmental and institutional resources and inadequate faculty compensation. Can be used as a primer for creating programs and for determining their effectiveness.
Essentials Of Nursing Informatics 7th Edition
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Author : Virginia K. Saba
language : en
Publisher: McGraw Hill Professional
Release Date : 2021-03-22
Essentials Of Nursing Informatics 7th Edition written by Virginia K. Saba and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-22 with Medical categories.
The single best resource for learning how technology can make the nursing experience as rewarding and successful as possible A Doody's Core Title for 2024 & 2023! Essentials of Nursing Informatics provides the information and insights readers need to manage and process data to improve the quality and outcomes of healthcare. Topics include the use of computers in nursing administration, practice, education, and research; computer systems and information theory; electronic medical records, continuum of care information technology systems, and personal health records; coding; and government, clinical, and private sector system requirements. This revised and updated edition covers the latest changes in technology, administration, policy, and their effects on healthcare informatics in the U.S., with contributing international authors from Canada, South America, Europe, Asia, Australia, and New Zealand. The seventh edition includes section summaries, and each chapter includes sample test questions and answers. This updated seventh edition covers: Nursing Informatics Technologies Nursing Practice Applications System Standards Advanced Applications for the 4th Nursing IT Revolution System Life Cycle Educational Applications Informatics Theory Standards Research Applications Policies and Quality Measures in Healthcare