Data Science for Undergraduates

Data Science for Undergraduates
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
Total Pages: 139
Release: 2018-11-11
Genre: Education
ISBN: 0309475597

Data science is emerging as a field that is revolutionizing science and industries alike. Work across nearly all domains is becoming more data driven, affecting both the jobs that are available and the skills that are required. As more data and ways of analyzing them become available, more aspects of the economy, society, and daily life will become dependent on data. It is imperative that educators, administrators, and students begin today to consider how to best prepare for and keep pace with this data-driven era of tomorrow. Undergraduate teaching, in particular, offers a critical link in offering more data science exposure to students and expanding the supply of data science talent. Data Science for Undergraduates: Opportunities and Options offers a vision for the emerging discipline of data science at the undergraduate level. This report outlines some considerations and approaches for academic institutions and others in the broader data science communities to help guide the ongoing transformation of this field.

Software Engineering 2004

Software Engineering 2004
Author: ACM/IEEE-CS Joint Task Force on Computing Curricula
Publisher:
Total Pages: 152
Release: 2006
Genre: Computers
ISBN:

SE 2004 provides guidance on what should constitute an undergraduate software engineering education. This report takes into account much of the work that has been done in software engineering education over the last quarter of a century. This volume represents the first such effort by the ACM and the IEEE-CS to develop curriculum guidelines for software engineering.

Software Engineering at Google

Software Engineering at Google
Author: Titus Winters
Publisher: O'Reilly Media
Total Pages: 602
Release: 2020-02-28
Genre: Computers
ISBN: 1492082767

Today, software engineers need to know not only how to program effectively but also how to develop proper engineering practices to make their codebase sustainable and healthy. This book emphasizes this difference between programming and software engineering. How can software engineers manage a living codebase that evolves and responds to changing requirements and demands over the length of its life? Based on their experience at Google, software engineers Titus Winters and Hyrum Wright, along with technical writer Tom Manshreck, present a candid and insightful look at how some of the worldâ??s leading practitioners construct and maintain software. This book covers Googleâ??s unique engineering culture, processes, and tools and how these aspects contribute to the effectiveness of an engineering organization. Youâ??ll explore three fundamental principles that software organizations should keep in mind when designing, architecting, writing, and maintaining code: How time affects the sustainability of software and how to make your code resilient over time How scale affects the viability of software practices within an engineering organization What trade-offs a typical engineer needs to make when evaluating design and development decisions

Fundamentals of Discrete Math for Computer Science

Fundamentals of Discrete Math for Computer Science
Author: Tom Jenkyns
Publisher: Springer Science & Business Media
Total Pages: 424
Release: 2012-10-16
Genre: Computers
ISBN: 1447140699

This textbook provides an engaging and motivational introduction to traditional topics in discrete mathematics, in a manner specifically designed to appeal to computer science students. The text empowers students to think critically, to be effective problem solvers, to integrate theory and practice, and to recognize the importance of abstraction. Clearly structured and interactive in nature, the book presents detailed walkthroughs of several algorithms, stimulating a conversation with the reader through informal commentary and provocative questions. Features: no university-level background in mathematics required; ideally structured for classroom-use and self-study, with modular chapters following ACM curriculum recommendations; describes mathematical processes in an algorithmic manner; contains examples and exercises throughout the text, and highlights the most important concepts in each section; selects examples that demonstrate a practical use for the concept in question.

Computer Systems

Computer Systems
Author: J. Stanley Warford
Publisher: Jones & Bartlett Learning
Total Pages: 731
Release: 2009-06-23
Genre: Computers
ISBN: 0763771449

Computer Architecture/Software Engineering

ACM SIGCHI Curricula for Human-computer Interaction

ACM SIGCHI Curricula for Human-computer Interaction
Author: Association for Computing Machinery
Publisher:
Total Pages: 174
Release: 1992
Genre: Computers
ISBN:

In August 1988, the SIGCHI Executive Committee authorized a multi-year project to develop a set of curriculum recommendations for education in Human-Computer Interaction. This report represents that work. The Curriculum Development Group has attempted to create an heuristic structure with which, and within which, other can work to improve the state of education in human-computer interaction. The example course descriptions represent a set of possible content/course structures that educators can use as a starting point, and further iterations are expected and welcomed.

Connecting Discrete Mathematics and Computer Science

Connecting Discrete Mathematics and Computer Science
Author: David Liben-Nowell
Publisher: Cambridge University Press
Total Pages: 694
Release: 2022-08-04
Genre: Computers
ISBN: 1009174746

Computer science majors taking a non-programming-based course like discrete mathematics might ask 'Why do I need to learn this?' Written with these students in mind, this text introduces the mathematical foundations of computer science by providing a comprehensive treatment of standard technical topics while simultaneously illustrating some of the broad-ranging applications of that material throughout the field. Chapters on core topics from discrete structures – like logic, proofs, number theory, counting, probability, graphs – are augmented with around 60 'computer science connections' pages introducing their applications: for example, game trees (logic), triangulation of scenes in computer graphics (induction), the Enigma machine (counting), algorithmic bias (relations), differential privacy (probability), and paired kidney transplants (graphs). Pedagogical features include 'Why You Might Care' sections, quick-reference chapter guides and key terms and results summaries, problem-solving and writing tips, 'Taking it Further' asides with more technical details, and around 1700 exercises, 435 worked examples, and 480 figures.

Technology and the Psychology of Second Language Learners and Users

Technology and the Psychology of Second Language Learners and Users
Author: Mark R. Freiermuth
Publisher: Springer Nature
Total Pages: 633
Release: 2020-03-25
Genre: Language Arts & Disciplines
ISBN: 3030342123

This edited volume brings together large-scale research as well as case studies from a range of geographical contexts and represents a variety of educational settings involving second language learners and users. Its aim is to explore the interrelated issues of psychology and technology use in second language learning settings as well as in more autonomous environments. As language learning professionals continue to devote more time and attention to making various technological tools an integral part of the classroom, it is just as important to understand the influences that these tools have on the psychological state of the learners who use them. In consideration of this objective, the volume examines factors such as learner attitudes and motivation, emotion and behaviour, and the cognitive processes that are at play in the minds of the language users. This volume will be of interest not only to language teachers but also to researchers working in second language acquisition (SLA), applied linguistics, and educational psychology.

Computing Curricula 2005

Computing Curricula 2005
Author: Joint Task Force on Computing Curricula Staff
Publisher:
Total Pages: 62
Release: 2006-08-01
Genre:
ISBN: 9781595933591

This document is the first edition of the Overview Report that summaries the content of the various discipline specific reports on computer science, information systems, computer engineering, and software engineering. It provides a perspective for those in academia who need to understand what the computing disciplines are and how the respective undergraduate degree programs compare and complement each other. This report summarizes the body of knowledge for undergraduate programs in each of the major computing disciplines, highlights their commonalities and differences and describes the performance characteristics of graduates from each kind of undergraduate degree program.

Computer Science in K-12

Computer Science in K-12
Author: Shuchi Grover
Publisher:
Total Pages:
Release: 2020-04
Genre:
ISBN: 9781734662702

Coding teaches our students the essence of logical thinking and problem solving while also preparing them for a world in which computing is becoming increasingly pervasive. While there's excitement and enthusiasm about programming becoming an intrinsic part of K-12 curricula the world over, there's also growing anxiety about preparing teachers to teach effectively at all grade levels.This book strives to be an essential, enduring, practical guide for every K-12 teacher anywhere who is either teaching or planning to teach computer science and programming at any grade level. To this end, readers will discover:? An A-to-Z organization that affords comprehensive insight into teaching introductory programming.? 26 chapters that cover foundational concepts, practices and well-researched pedagogies related to teaching introductory programming as an integral part of K-12 computer science. Cumulatively these chapters address the two salient building blocks of effective teaching of introductory programming-what content to teach (concepts and practices) and how to teach (pedagogy).? Concrete ideas and rich grade-appropriate examples inspired by practice and research for classroom use.? Perspectives and experiences shared by educators and scholars who are actively practicing and/or examiningthe teaching of computer science and programming in K-12 classrooms.