Python for Data Science

Python for Data Science

Author: Yuli Vasiliev

Publisher: No Starch Press

Published: 2022-08-02

Total Pages: 271

ISBN-13: 1718502214

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A hands-on, real-world introduction to data analysis with the Python programming language, loaded with wide-ranging examples. Python is an ideal choice for accessing, manipulating, and gaining insights from data of all kinds. Python for Data Science introduces you to the Pythonic world of data analysis with a learn-by-doing approach rooted in practical examples and hands-on activities. You’ll learn how to write Python code to obtain, transform, and analyze data, practicing state-of-the-art data processing techniques for use cases in business management, marketing, and decision support. You will discover Python’s rich set of built-in data structures for basic operations, as well as its robust ecosystem of open-source libraries for data science, including NumPy, pandas, scikit-learn, matplotlib, and more. Examples show how to load data in various formats, how to streamline, group, and aggregate data sets, and how to create charts, maps, and other visualizations. Later chapters go in-depth with demonstrations of real-world data applications, including using location data to power a taxi service, market basket analysis to identify items commonly purchased together, and machine learning to predict stock prices.


The Effects of Taxation on Capital Accumulation

The Effects of Taxation on Capital Accumulation

Author: Martin Feldstein

Publisher: Chicago : University of Chicago Press

Published: 1987

Total Pages: 512

ISBN-13:

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Research on capital formation has long been a major focus of studies sponsored by the National Bureau of Economic Research because of the crucial role of capital accumulation in the process of economic growth. The papers in this volume examine the influence of taxes on capital formation, with specific focus on the determinants of saving and the process of investment in plant and equipment.


Smart Delivery Systems

Smart Delivery Systems

Author: Jakub Nalepa

Publisher: Elsevier

Published: 2019-11-21

Total Pages: 290

ISBN-13: 0128157151

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Smart Delivery Systems: Solving Complex Vehicle Routing Problems examines both exact and approximate methods for delivering optimal solutions to rich vehicle routing problems, showing both the advantages and disadvantages of each approach. It shows how to apply machine learning and advanced data analysis techniques to improve routing systems, familiarizing readers with the concepts and technologies used in successfully implemented delivery systems. The book explains both the latest theoretical and practical advances in intelligent delivery and scheduling systems and presents practical applications for designing new algorithms for real-life scenarios.


Mucosal Vaccines

Mucosal Vaccines

Author: Hiroshi Kiyono

Publisher: Elsevier

Published: 1996-10-23

Total Pages: 501

ISBN-13: 0080537057

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This comprehensive, authoritative treatise covers all aspects of mucosal vaccines including their development, mechanisms of action, molecular/cellular aspects, and practical applications. The contributing authors and editors of this one-of-a-kind book are very well known in their respective fields. Mucosal Vaccines is organized in a unique format in which basic, clinical, and practical aspects of the mucosal immune system for vaccine development are described and discussed. This project is endorsed by the Society for Mucosal Immunology. - Provides the latest views on mucosal vaccines - Applies basic principles to the development of new vaccines - Links basic, clinical, and practical aspects of mucosal vaccines to different infectious diseases - Unique and user-friendly organization


Valuation in Life Sciences

Valuation in Life Sciences

Author: Boris Bogdan

Publisher: Springer Science & Business Media

Published: 2010-04-19

Total Pages: 378

ISBN-13: 3642108202

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Valuation is a hot topic among life sciences professionals. There is no clear understanding on how to use the different valuation approaches and how to determine input parameters. Some do not value at all, arguing that it is not possible to get realistic and objective numbers out of it. Some claim it to be an art. In the following chapters we will provide the user with a concise val- tion manual, providing transparency and practical insight for all dealing with valuation in life sciences: project and portfolio managers, licensing executives, business developers, technology transfer managers, entrep- neurs, investors, and analysts. The purpose of the book is to explain how to apply discounted cash flow and real options valuation to life sciences p- jects, i.e. to license contracts, patents, and firms. We explain the fun- mentals and the pitfalls with case studies so that the reader is capable of performing the valuations on his own and repeat the theory in the exercises and case studies. The book is structured in five parts: In the first part, the introduction, we discuss the role of the players in the life sciences industry and their p- ticular interests. We describe why valuation is important to them, where they need it, and the current problems to it. The second part deals with the input parameters required for valuation in life sciences, i.e. success rates, costs, peak sales, and timelines.


The College Conversation

The College Conversation

Author: Eric J. Furda

Publisher: Penguin

Published: 2021-09-21

Total Pages: 289

ISBN-13: 1984878360

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From an Ivy League dean and a college admissions expert, a guide to help parents support their children as they navigate their way to college The College Conversation is a comprehensive resource for mapping the path through the college application process that provides practical advice and reassurance to keep both anxious parents and confused children sane and grounded. Rather than adding to the existing canon of "How to Get In" college guides or rankings, Eric Furda and Jacques Steinberg provide a step-by-step approach to having the tough conversations on this topic with less stress and more success. The book is organized around key discussions and themes that trace the chronological arc of admissions and financial aid--beginning before the assembly of a list of potential colleges and continuing through the receipt of decisions--with a final section that includes advice on the first year of college. The topics include preliminary conversations about the search, and specifically how parents can think about their children's interests and what kind of college would best suit them; choosing a college (based on its curriculum, culture, and community); writing the most effective essays; assessing acceptances, including considerations of finances and aid; and making the transition from high school to college life. The College Conversation will provide parents, students, and counselors with the credible, level-headed information often missing in this process, as well as a much-needed dash of perspective borne of experience.


Nanotechnologies in Preventive and Regenerative Medicine

Nanotechnologies in Preventive and Regenerative Medicine

Author: Vuk Uskokovic

Publisher: Elsevier

Published: 2017-10-30

Total Pages: 618

ISBN-13: 0323480640

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Nanotechnologies in Preventative and Regenerative Medicine demonstrates how control at the nanoscale can help achieve earlier diagnoses and create more effective treatments. Chapters take a logical approach, arranging materials by their area of application. Biomaterials are, by convention, divided according to the area of their application, with each chapter outlining current challenges before discussing how nanotechnology and nanomaterials can help solve these challenges This applications-orientated book is a valuable resource for researchers in biomedical science who want to gain a greater understanding on how nanotechnology can help create more effective vaccines and treatments, and to nanomaterials researchers seeking to gain a greater understanding of how these materials are applied in medicine. - Demonstrates how nanotechnology can help achieve more successful diagnoses at an earlier stage - Explains how nanomaterials can be manipulated to create more effective drug treatments - Offers suggestions on how the use of nanotechnology might have future applications to create even more effective treatments