Foundations of Data Science

Foundations of Data Science
Author: Avrim Blum
Publisher: Cambridge University Press
Total Pages: 433
Release: 2020-01-23
Genre: Computers
ISBN: 1108617360

This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

Bioimage Data Analysis Workflows

Bioimage Data Analysis Workflows
Author: Kota Miura
Publisher: Springer Nature
Total Pages: 178
Release: 2019-10-17
Genre: Medical
ISBN: 3030223868

This Open Access textbook provides students and researchers in the life sciences with essential practical information on how to quantitatively analyze data images. It refrains from focusing on theory, and instead uses practical examples and step-by step protocols to familiarize readers with the most commonly used image processing and analysis platforms such as ImageJ, MatLab and Python. Besides gaining knowhow on algorithm usage, readers will learn how to create an analysis pipeline by scripting language; these skills are important in order to document reproducible image analysis workflows. The textbook is chiefly intended for advanced undergraduates in the life sciences and biomedicine without a theoretical background in data analysis, as well as for postdocs, staff scientists and faculty members who need to perform regular quantitative analyses of microscopy images.

Education for Rural Development

Education for Rural Development
Author: Food and Agriculture Organization of the United Nations
Publisher: UNESCO/FAO
Total Pages: 416
Release: 2003
Genre: Business & Economics
ISBN:

An international joint study by the Food and Agriculture Organization of the United Nations (FAO) and UNESCO's International Institute for Educational Planning (IIEP) was conducted on education and rural development to review the status of the topic from the standpoint of public policies and the conceptual frameworks on which they are based and also to shed light on what may be called "good practice." The findings of the study are meant to serve not as models, but rather as points of reference for all those who are seeking ways of developing education in rural areas and contributing more effectively to rural development. Chapter I, "Education and Rural Development: Setting the Framework" (David Atchoarena and Charlotte Sedel), provides a contextual and theoretical introduction to the new rural development and poverty reduction thinking, as well as a discussion on the contribution of education to rural development. In Chapter II, "Basic Education in Rural Areas: Status, Issues and Prospects" (Michael Lakin with Lavinia Gasperini), the book reviews in depth the provision of basic education in rural areas and offers some policy directions for improvement. Further exploring a particular dimension of basic education, Chapter III, "Making Learning Relevant: Principles and Evidence from Recent Experiences" (Peter Taylor, Daniel Desmond, James Grieshop and Aarti Subramaniam), devotes specific attention to strategies linking the formal school teaching with students' life environment, including agriculture, and to garden-based learning. The intention is to provide updated information and new insights on much-debated aspects which are often associated with rural areas although their application is much broader. Chapter IV, "Strategies and Institutions for Promoting Skills for Rural Development" (David Atchoarena, Ian Wallace, Kate Green, and Candido Alberto Gomes), shifts the analysis from education to work and discusses the implications of the transformation of rural labor markets for skill development. A particular concern is the rise in rural non-farm employment and the need to enlarge the policy focus from agricultural education and training to technical and vocational education for rural development. This debate is taken further in Chapter V, "Higher Education and Rural Development: A New Perspective" (Charles Maguire and David Atchoarena), which considers higher level skills and the contribution of the tertiary education sector to rural development. Special attention is given to the reform of higher agricultural institutions and lessons based on case studies are provided to document good practice in institutional reform. Finally, Chapter VI, "Main Findings and Implications for Policy and Donor Support" (David Atchoarena with Lavinia Gasperini, Michael Lakin and Charles Maguire), concentrates on the main findings of the study and discusses policy implications and possible responses for donors and countries. (Contains 28 tables, 14 figures, and 64 boxes.).

More Exceptional C++

More Exceptional C++
Author: Herb Sutter
Publisher: Addison-Wesley Professional
Total Pages: 298
Release: 2002
Genre: Computers
ISBN: 9780201704341

This boxed-set of five volumes on C++ programming includes: Modern C++ Design; Accelerated C++; Essential C++; Exceptional C++; and More Exceptional C++.

Vibration with Control

Vibration with Control
Author: Daniel J. Inman
Publisher: John Wiley & Sons
Total Pages: 391
Release: 2006-11-02
Genre: Technology & Engineering
ISBN: 0470010525

Engineers are becoming increasingly aware of the problems caused by vibration in engineering design, particularly in the areas of structural health monitoring and smart structures. Vibration is a constant problem as it can impair performance and lead to fatigue, damage and the failure of a structure. Control of vibration is a key factor in preventing such detrimental results. This book presents a homogenous treatment of vibration by including those factors from control that are relevant to modern vibration analysis, design and measurement. Vibration and control are established on a firm mathematical basis and the disciplines of vibration, control, linear algebra, matrix computations, and applied functional analysis are connected. Key Features: Assimilates the discipline of contemporary structural vibration with active control Introduces the use of Matlab into the solution of vibration and vibration control problems Provides a unique blend of practical and theoretical developments Contains examples and problems along with a solutions manual and power point presentations Vibration with Control is an essential text for practitioners, researchers, and graduate students as it can be used as a reference text for its complex chapters and topics, or in a tutorial setting for those improving their knowledge of vibration and learning about control for the first time. Whether or not you are familiar with vibration and control, this book is an excellent introduction to this emerging and increasingly important engineering discipline.

Progresses in Artificial Intelligence and Neural Systems

Progresses in Artificial Intelligence and Neural Systems
Author: Anna Esposito
Publisher: Springer Nature
Total Pages: 588
Release: 2020-07-09
Genre: Technology & Engineering
ISBN: 981155093X

This book provides an overview of the current advances in artificial intelligence and neural nets. Artificial intelligence (AI) methods have shown great capabilities in modelling, prediction and recognition tasks supporting human–machine interaction. At the same time, the issue of emotion has gained increasing attention due to its relevance in achieving human-like interaction with machines. The real challenge is taking advantage of the emotional characterization of humans’ interactions to make computers interfacing with them emotionally and socially credible. The book assesses how and to what extent current sophisticated computational intelligence tools might support the multidisciplinary research on the characterization of appropriate system reactions to human emotions and expressions in interactive scenarios. Discussing the latest recent research trends, innovative approaches and future challenges in AI from interdisciplinary perspectives, it is a valuable resource for researchers and practitioners in academia and industry.

Handbook of Practical Program Evaluation

Handbook of Practical Program Evaluation
Author: Joseph S. Wholey
Publisher: Jossey-Bass
Total Pages: 600
Release: 2004-06-08
Genre: Business & Economics
ISBN: 0787973882

The second edition of Handbook of Practical Program Evaluation offers managers, analysts, consultants, and educators in government, nonprofit, and private institutions a valuable resource that outlines efficient and economical methods for assessing program results and identifying ways to improve program performance. The Handbook has been thoroughly revised. Many new chapters have been prepared for this edition, including chapters on logic modeling and on evaluation applications for small nonprofit organizations. The Handbook of Practical Program Evaluation is a comprehensive resource on evaluation, covering both in-depth program evaluations and performance monitoring. It presents evaluation methods that will be useful at all levels of government and in nonprofit organizations.