Data Science Foundations And Hands On Experience
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Data Science Foundations And Hands On Experience
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Author : Fatwa Ramdani
language : en
Publisher: Springer Nature
Release Date : 2025-06-18
Data Science Foundations And Hands On Experience written by Fatwa Ramdani and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-18 with Computers categories.
This book will take readers from foundational concepts to practical applications, enabling them to transform raw data into meaningful insights. It covers key skills such as data collection, cleaning, organization, exploration, analysis, and impactful presentation—core competencies for navigating today’s data-rich landscape. Each chapter is designed to build both theoretical understanding and hands-on expertise. The book’s unique dual-approach structure introduces foundational data science concepts, followed by exercises in RStudio using real-world datasets from social fields. This blend of theory and practice ensures readers grasp the ‘how’ and the ‘why’ behind data-driven research, making it ideal for students, researchers, and professionals seeking to enhance their analytical capabilities. Spatial data analysis stands out as one of the most unique in this book because it focuses on spatial data, a topic rarely covered in data science references. While there are many resources on data science, few explore the unique aspects of spatial data. Nowadays, most data includes location information, which can greatly enhance data science and decision-making. The final chapter will discuss critical topics in data ethics and reproducibility, encouraging readers to think responsibly about data use. By the end, readers will gain not only technical skills but also ethical awareness, empowering them to conduct rigorous, reliable, and socially conscious research. No prior experience with data science is required—just an eagerness to explore the power of data in understanding and shaping society. This textbook is suitable for adoption in both undergraduate and graduate classes. The book will help students build a solid theoretical foundation in data science while gaining hands-on experience with RStudio.
Data Science Foundation Fundamentals
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Author : Mr. Ramkumar A
language : en
Publisher: Xoffencerpublication
Release Date : 2023-08-21
Data Science Foundation Fundamentals written by Mr. Ramkumar A and has been published by Xoffencerpublication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-21 with Computers categories.
The academic field of computer science did not develop as a separate subject of study until the 1960s after it had been in existence since the 1950s. The mathematical theory that underpinned the fields of computer programming, compilers, and operating systems was one of the primary focuses of this class. Other important topics were the various programming languages and operating systems. Context-free languages, finite automata, regular expressions, and computability were a few of the topics that were discussed in theoretical computer science lectures. The area of study known as algorithmic analysis became an essential component of theory in the 1970s, after having been mostly overlooked for the majority of its existence up to that point in time. The purpose of this initiative was to investigate and identify practical applications for computer technology. At the time, a significant change is taking place, and a greater amount of attention is being paid to the vast number of different applications that may be utilized. This shift is the cumulative effect of several separate variables coming together at the same time. The convergence of computing and communication technology has been a major motivator, and as a result, this change may be primarily attributed to that convergence. Our current knowledge of data and the most effective approach to work with it in the modern world has to be revised in light of recent advancements in the capability to monitor, collect, and store data in a variety of fields, including the natural sciences, business, and other fields. This is necessary because of the recent breakthroughs in these capabilities. This is as a result of recent advancements that have been made in these capacities. The widespread adoption of the internet and other forms of social networking as indispensable components of people's lives brings with it a variety of opportunities for theoretical development as well as difficulties in actual use. Traditional subfields of computer science continue to hold a significant amount of weight in the field as a whole; however, researchers of the future will focus more on how to use computers to comprehend and extract usable information from massive amounts of data arising from applications rather than how to make computers useful for solving particular problems in a well-defined manner. This shift in emphasis is due to the fact that researchers of 1 | P a ge the future will be more concerned with how to use computers to comprehend and extract usable information from massive amounts of data arising from applications. This shift in emphasis is because researchers of the future will be more concerned with how to use the information they find. As a result of this, we felt it necessary to compile this book, which discusses a theory that would, according to our projections, play an important role within the next 40 years. We think that having a grasp of this issue will provide students with an advantage in the next 40 years, in the same way that having an understanding of automata theory, algorithms, and other topics of a similar sort provided students an advantage in the 40 years prior to this one, and in the 40 years after this one. A movement toward placing a larger emphasis on probabilities, statistical approaches, and numerical processes is one of the most significant shifts that has taken place as a result of the developments that have taken place. Early drafts of the book have been assigned reading at a broad variety of academic levels, ranging all the way from the undergraduate level to the graduate level. The information that is expected to have been learned before for a class that is taken at the undergraduate level may be found in the appendix. As a result of this, the appendix will provide you with some activities to do as a component of your project.
Data Science Thinking
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Author : Longbing Cao
language : en
Publisher: Springer
Release Date : 2018-08-17
Data Science Thinking written by Longbing Cao and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-17 with Computers categories.
This book explores answers to the fundamental questions driving the research, innovation and practices of the latest revolution in scientific, technological and economic development: how does data science transform existing science, technology, industry, economy, profession and education? How does one remain competitive in the data science field? What is responsible for shaping the mindset and skillset of data scientists? Data Science Thinking paints a comprehensive picture of data science as a new scientific paradigm from the scientific evolution perspective, as data science thinking from the scientific-thinking perspective, as a trans-disciplinary science from the disciplinary perspective, and as a new profession and economy from the business perspective.
Strategic Guidance For The National Science Foundation S Support Of The Atmospheric Sciences
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Author : National Research Council
language : en
Publisher: National Academies Press
Release Date : 2007-07-01
Strategic Guidance For The National Science Foundation S Support Of The Atmospheric Sciences written by National Research Council and has been published by National Academies Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-07-01 with Science categories.
The National Science Foundation's Division of Atmospheric Sciences (ATM) supports research to develop new understanding of Earth's atmosphere and how the Sun impacts it. Strategic Guidance for the National Science Foundation's Support of the Atmospheric Sciences provides guidance to ATM on its strategy for achieving its goals in the atmospheric sciences, including cutting-edge research, education and workforce development, service to society, computational and observational objectives, and data management. The report reviews how the atmospheric sciences have evolved over the past several decades and analyzes the strengths and limitations of the various modes of support employed by ATM. It concludes that ATM is operating in an environment that is ever more cross-disciplinary, interagency, and international, making a more strategic approach necessary to manage activities in a way that actively engages the atmospheric sciences community. At the same time, ATM should preserve opportunities for basic research, especially projects that are high risk, potentially transformative, or unlikely to be supported by other government agencies. Finally, ATM needs to be more proactive in attracting highly talented students to the atmospheric sciences as an investment in the ability to make future breakthroughs.
Annual Report For Fiscal Year
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Author : National Science Foundation (U.S.)
language : en
Publisher:
Release Date : 1981
Annual Report For Fiscal Year written by National Science Foundation (U.S.) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1981 with Research categories.
1987 National Science Foundation Authorization
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Author : United States. Congress. House. Committee on Science and Technology. Subcommittee on Science, Research, and Technology
language : en
Publisher:
Release Date : 1986
1987 National Science Foundation Authorization written by United States. Congress. House. Committee on Science and Technology. Subcommittee on Science, Research, and Technology and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with categories.
An Assessment Of The National Science Foundation S Science And Technology Centers Program
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Author : National Research Council
language : en
Publisher: National Academies Press
Release Date : 1996-09-28
An Assessment Of The National Science Foundation S Science And Technology Centers Program written by National Research Council and has been published by National Academies Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-09-28 with Education categories.
The National Science Foundation requested that the Committee on Science, Engineering, and Public Policy of the NAS, the NAE, and the IOM form a panel to evaluate the accomplishments of the NSF Science and Technology Centers program (not individual centers) against its goals in research, education, and knowledge transfer. This report is the result of the work of the panel charged with that effort, and provides recommendations for moving forward.
The Science Education Programs Of The National Science Foundation
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Author : National Science Foundation (U.S.)
language : en
Publisher:
Release Date : 1975
The Science Education Programs Of The National Science Foundation written by National Science Foundation (U.S.) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1975 with Science categories.
National Science Foundation
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Author :
language : en
Publisher:
Release Date : 2000
National Science Foundation written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Federal aid to research categories.
The Digital Hand Vol 3
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Author : James W. Cortada
language : en
Publisher: Oxford University Press
Release Date : 2007-11-06
The Digital Hand Vol 3 written by James W. Cortada and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-11-06 with Business & Economics categories.
In The third volume of The Digital Hand, James W. Cortada completes his sweeping survey of the effect of computers on American industry, turning finally to the public sector, and examining how computers have fundamentally changed the nature of work in government and education. This book goes far beyond generalizations about the Information Age to the specifics of how industries have functioned, now function, and will function in the years to come. Cortada combines detailed analysis with narrative history to provide a broad overview of computings and telecommunications role in the entire public sector, including federal, state, and local governments, and in K-12 and higher education. Beginning in 1950, when commercial applications of digital technology began to appear, Cortada examines the unique ways different public sector industries adopted new technologies, showcasing the manner in which their innovative applications influenced other industries, as well as the U.S. economy as a whole. He builds on the surveys presented in the first volume of the series, which examined sixteen manufacturing, process, transportation, wholesale and retail industries, and the second volume, which examined over a dozen financial, telecommunications, media, and entertainment industries. With this third volume, The Digital Hand trilogy is complete, and forms the most comprehensive and rigorously researched history of computing in business since 1950, providing a detailed picture of what the infrastructure of the Information Age really looks like and how we got there. Managers, historians, economists, and those working in the public sector will appreciate Cortada's analysis of digital technology's many roles and future possibilities.