Learning Engineering Practice

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Machine Learning Engineering in Action

Author : Ben Wilson
Publisher : Simon and Schuster
ISBN 13 : 1638356580
Total Pages : 879 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Machine Learning Engineering in Action by : Ben Wilson

Download or read book Machine Learning Engineering in Action written by Ben Wilson and published by Simon and Schuster. This book was released on 2022-05-17 with total page 879 pages. Available in PDF, EPUB and Kindle. Book excerpt: Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from concept to production. In Machine Learning Engineering in Action, you will learn: Evaluating data science problems to find the most effective solution Scoping a machine learning project for usage expectations and budget Process techniques that minimize wasted effort and speed up production Assessing a project using standardized prototyping work and statistical validation Choosing the right technologies and tools for your project Making your codebase more understandable, maintainable, and testable Automating your troubleshooting and logging practices Ferrying a machine learning project from your data science team to your end users is no easy task. Machine Learning Engineering in Action will help you make it simple. Inside, you'll find fantastic advice from veteran industry expert Ben Wilson, Principal Resident Solutions Architect at Databricks. Ben introduces his personal toolbox of techniques for building deployable and maintainable production machine learning systems. You'll learn the importance of Agile methodologies for fast prototyping and conferring with stakeholders, while developing a new appreciation for the importance of planning. Adopting well-established software development standards will help you deliver better code management, and make it easier to test, scale, and even reuse your machine learning code. Every method is explained in a friendly, peer-to-peer style and illustrated with production-ready source code. About the technology Deliver maximum performance from your models and data. This collection of reproducible techniques will help you build stable data pipelines, efficient application workflows, and maintainable models every time. Based on decades of good software engineering practice, machine learning engineering ensures your ML systems are resilient, adaptable, and perform in production. About the book Machine Learning Engineering in Action teaches you core principles and practices for designing, building, and delivering successful machine learning projects. You'll discover software engineering techniques like conducting experiments on your prototypes and implementing modular design that result in resilient architectures and consistent cross-team communication. Based on the author's extensive experience, every method in this book has been used to solve real-world projects. What's inside Scoping a machine learning project for usage expectations and budget Choosing the right technologies for your design Making your codebase more understandable, maintainable, and testable Automating your troubleshooting and logging practices About the reader For data scientists who know machine learning and the basics of object-oriented programming. About the author Ben Wilson is Principal Resident Solutions Architect at Databricks, where he developed the Databricks Labs AutoML project, and is an MLflow committer.

Helping Students Make Sense of the World Using Next Generation Science and Engineering Practices

Author : Christina V. Schwarz
Publisher : NSTA Press
ISBN 13 : 1941316956
Total Pages : 393 pages
Book Rating : 4.9/5 (413 download)

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Book Synopsis Helping Students Make Sense of the World Using Next Generation Science and Engineering Practices by : Christina V. Schwarz

Download or read book Helping Students Make Sense of the World Using Next Generation Science and Engineering Practices written by Christina V. Schwarz and published by NSTA Press. This book was released on 2017-01-31 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: When it’s time for a game change, you need a guide to the new rules. Helping Students Make Sense of the World Using Next Generation Science and Engineering Practices provides a play-by-play understanding of the practices strand of A Framework for K–12 Science Education (Framework) and the Next Generation Science Standards (NGSS). Written in clear, nontechnical language, this book provides a wealth of real-world examples to show you what’s different about practice-centered teaching and learning at all grade levels. The book addresses three important questions: 1. How will engaging students in science and engineering practices help improve science education? 2. What do the eight practices look like in the classroom? 3. How can educators engage students in practices to bring the NGSS to life? Helping Students Make Sense of the World Using Next Generation Science and Engineering Practices was developed for K–12 science teachers, curriculum developers, teacher educators, and administrators. Many of its authors contributed to the Framework’s initial vision and tested their ideas in actual science classrooms. If you want a fresh game plan to help students work together to generate and revise knowledge—not just receive and repeat information—this book is for you.

Learning Engineering Practice

Author : James Trevelyan
Publisher : CRC Press
ISBN 13 : 1000289338
Total Pages : 243 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Learning Engineering Practice by : James Trevelyan

Download or read book Learning Engineering Practice written by James Trevelyan and published by CRC Press. This book was released on 2021-01-14 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explains engineering practice, what engineers actually do in their work. The first part explains how to find paid engineering work and prepare for an engineering career. The second part explains the fundamentals of engineering practice, including how to gain access to technical knowledge, how to gain the willing collaboration of other people to make things happen, and how to work safely in hazardous environments. Other chapters explain engineering aspects of project management missed in most courses, how to create commercial value from engineering work and estimate costs, and how to navigate cultural complexities successfully. Later chapters provide guidance on sustainability, time management and avoiding the most common frustrations encountered by engineers at work. This book has been written for engineering students, graduates and novice engineers. Supervisors, mentors and human resources professionals will also find the book helpful to guide early-career engineers and assess their progress. Engineering schools will find the book helpful to help students prepare for professional internships and also for creating authentic practice and assessment exercises.

Engineering Justice

Author : Jon A. Leydens
Publisher : John Wiley & Sons
ISBN 13 : 1118757300
Total Pages : 304 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Engineering Justice by : Jon A. Leydens

Download or read book Engineering Justice written by Jon A. Leydens and published by John Wiley & Sons. This book was released on 2017-12-18 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Shows how the engineering curriculum can be a site for rendering social justice visible in engineering, for exploring complex socio-technical interplays inherent in engineering practice, and for enhancing teaching and learning Using social justice as a catalyst for curricular transformation, Engineering Justice presents an examination of how politics, culture, and other social issues are inherent in the practice of engineering. It aims to align engineering curricula with socially just outcomes, increase enrollment among underrepresented groups, and lessen lingering gender, class, and ethnicity gaps by showing how the power of engineering knowledge can be explicitly harnessed to serve the underserved and address social inequalities. This book is meant to transform the way educators think about engineering curricula through creating or transforming existing courses to attract, retain, and motivate engineering students to become professionals who enact engineering for social justice. Engineering Justice offers thought-provoking chapters on: why social justice is inherent yet often invisible in engineering education and practice; engineering design for social justice; social justice in the engineering sciences; social justice in humanities and social science courses for engineers; and transforming engineering education and practice. In addition, this book: Provides a transformative framework for engineering educators in service learning, professional communication, humanitarian engineering, community service, social entrepreneurship, and social responsibility Includes strategies that engineers on the job can use to advocate for social justice issues and explain their importance to employers, clients, and supervisors Discusses diversity in engineering educational contexts and how it affects the way students learn and develop Engineering Justice is an important book for today’s professors, administrators, and curriculum specialists who seek to produce the best engineers of today and tomorrow.

On the Outskirts of Engineering

Author : Karen L. Tonso
Publisher : BRILL
ISBN 13 : 9087903537
Total Pages : 298 pages
Book Rating : 4.0/5 (879 download)

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Book Synopsis On the Outskirts of Engineering by : Karen L. Tonso

Download or read book On the Outskirts of Engineering written by Karen L. Tonso and published by BRILL. This book was released on 2007-01-01 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: On the Outskirts of Engineering: Learning Identity, Gender, and Power via Engineering Practice falls at the intersection of research about women in sites of technical practice and ethnographic studies of learning in communities of practice. Grounded in long-term participation on student teams completing real-world projects for industry and government clients, Outskirts provides an insider look at forms of engineering practice—the cultural production of engineer identity, of the ways that gender is made real in such sites of practice, and of power relations that emerge in response to enculturated practices that organize everyday life. Outskirts contributes to understanding cultural obduracy and the movement of some men and most women to the outskirts of engineering.

Rules of Thumb in Engineering Practice

Author : Donald R. Woods
Publisher : John Wiley & Sons
ISBN 13 : 3527611126
Total Pages : 479 pages
Book Rating : 4.5/5 (276 download)

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Book Synopsis Rules of Thumb in Engineering Practice by : Donald R. Woods

Download or read book Rules of Thumb in Engineering Practice written by Donald R. Woods and published by John Wiley & Sons. This book was released on 2007-06-27 with total page 479 pages. Available in PDF, EPUB and Kindle. Book excerpt: An immense treasure trove containing hundreds of equipment symptoms, arranged so as to allow swift identification and elimination of the causes. These rules of thumb are the result of preserving and structuring the immense knowledge of experienced engineers collected and compiled by the author - an experienced engineer himself - into an invaluable book that helps younger engineers find their way from symptoms to causes. This sourcebook is unrivalled in its depth and breadth of coverage, listing five important aspects for each piece of equipment: * area of application * sizing guidelines * capital cost including difficult-to-find installation factors * principles of good practice, and * good approaches to troubleshooting. Extensive cross-referencing takes into account that some items of equipment are used for many different purposes, and covers not only the most familiar types, but special care has been taken to also include less common ones. Consistent terminology and SI units are used throughout the book, while a detailed index quickly and reliably directs readers, thus aiding engineers in their everyday work at chemical plants: from keywords to solutions in a matter of minutes.

Software Engineering Practice

Author : Thomas B. Hilburn
Publisher : CRC Press
ISBN 13 : 1466591692
Total Pages : 347 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Software Engineering Practice by : Thomas B. Hilburn

Download or read book Software Engineering Practice written by Thomas B. Hilburn and published by CRC Press. This book was released on 2020-12-15 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a broad discussion covering the entire software development lifecycle. It uses a comprehensive case study to address each topic and features the following: A description of the development, by the fictional company Homeowner, of the DigitalHome (DH) System, a system with "smart" devices for controlling home lighting, temperature, humidity, small appliance power, and security A set of scenarios that provide a realistic framework for use of the DH System material Just-in-time training: each chapter includes mini tutorials introducing various software engineering topics that are discussed in that chapter and used in the case study A set of case study exercises that provide an opportunity to engage students in software development practice, either individually or in a team environment. Offering a new approach to learning about software engineering theory and practice, the text is specifically designed to: Support teaching software engineering, using a comprehensive case study covering the complete software development lifecycle Offer opportunities for students to actively learn about and engage in software engineering practice Provide a realistic environment to study a wide array of software engineering topics including agile development Software Engineering Practice: A Case Study Approach supports a student-centered, "active" learning style of teaching. The DH case study exercises provide a variety of opportunities for students to engage in realistic activities related to the theory and practice of software engineering. The text uses a fictitious team of software engineers to portray the nature of software engineering and to depict what actual engineers do when practicing software engineering. All the DH case study exercises can be used as team or group exercises in collaborative learning. Many of the exercises have specific goals related to team building and teaming skills. The text also can be used to support the professional development or certification of practicing software engineers. The case study exercises can be integrated with presentations in a workshop or short course for professionals.

Engineering Practice in a Global Context

Author : Bill Williams
Publisher : CRC Press
ISBN 13 : 1315879360
Total Pages : 302 pages
Book Rating : 4.3/5 (158 download)

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Book Synopsis Engineering Practice in a Global Context by : Bill Williams

Download or read book Engineering Practice in a Global Context written by Bill Williams and published by CRC Press. This book was released on 2013-09-03 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume aims to provide the reader with a broad cross-section of empirical research being carried out into engineers at work. The chapters provide pointers to other relevant studies over recent decades an important aspect, we believe, because this area has only recently begun to coalesce as a field of study and up to now relevant empirical re

Professional Practice in Engineering and Computing

Author : Riadh Habash
Publisher : CRC Press
ISBN 13 : 0429511345
Total Pages : 413 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis Professional Practice in Engineering and Computing by : Riadh Habash

Download or read book Professional Practice in Engineering and Computing written by Riadh Habash and published by CRC Press. This book was released on 2019-03-18 with total page 413 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book has been developed with an intellectual framework to focus on the challenges and specific qualities applicable to graduates on the threshold of their careers. Young professionals have to establish their competence in complying with multifaceted sets of ethical, environmental, social, and technological parameters. This competence has a vital impact on the curricula of higher education programs, because professional bodies today rely on accredited degrees as the main route for membership. Consequently, this four-part book makes a suitable resource for a two-semester undergraduate course in professional practice and career development in universities and colleges. With its comprehensive coverage of a large variety of topics, each part of the book can be used as a reference for other related courses where sustainability, leadership, systems thinking and professional practice are evident and increasingly visible. Features Identifies the values that are unique to the engineering and computing professions, and promotes a general understanding of what it means to be a member of a profession Explains how ethical and legal considerations play a role in engineering practice Discusses the importance of professional communication and reflective practice to a range of audiences Presents the practices of leadership, innovation, entrepreneurship, safety and sustainability in engineering design Analyzes and discusses the contemporary practices of project management, artificial intelligence, and professional career development.

Blended Learning in Engineering Education

Author : Ataur Rahman
Publisher : CRC Press
ISBN 13 : 1351677241
Total Pages : 378 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Blended Learning in Engineering Education by : Ataur Rahman

Download or read book Blended Learning in Engineering Education written by Ataur Rahman and published by CRC Press. This book was released on 2018-11-06 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blended Learning combines the conventional face-to-face course delivery with an online component. The synergetic effect of the two modalities has proved to be of superior didactic value to each modality on its own. The highly improved interaction it offers to students, as well as direct accessibility to the lecturer, adds to the hitherto unparalleled learning outcomes. "Blended Learning in Engineering Education: Recent Developments in Curriculum, Assessment and Practice" highlights current trends in Engineering Education involving face-to-face and online curriculum delivery. This book will be especially useful to lecturers and postgraduate/undergraduate students as well as university administrators who would like to not only get an up-to-date overview of contemporary developments in this field, but also help enhance academic performance at all levels.

Engineering in Pre-college Settings

Author : Şenay Purzer
Publisher : Purdue University Press
ISBN 13 : 1557536910
Total Pages : 469 pages
Book Rating : 4.5/5 (575 download)

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Book Synopsis Engineering in Pre-college Settings by : Şenay Purzer

Download or read book Engineering in Pre-college Settings written by Şenay Purzer and published by Purdue University Press. This book was released on 2014 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: In science, technology, engineering, and mathematics (STEM) education in pre-college, engineering is not the silent "e" anymore. There is an accelerated interest in teaching engineering in all grade levels. Structured engineering programs are emerging in schools as well as in out-of-school settings. Over the last ten years, the number of states in the US including engineering in their K-12 standards has tripled, and this trend will continue to grow with the adoption of the Next Generation Science Standards. The interest in pre-college engineering education stems from three different motivations. First, from a workforce pipeline or pathway perspective, researchers and practitioners are interested in understanding precursors, influential and motivational factors, and the progression of engineering thinking. Second, from a general societal perspective, technological literacy and understanding of the role of engineering and technology is becoming increasingly important for the general populace, and it is more imperative to foster this understanding from a younger age. Third, from a STEM integration and education perspective, engineering processes are used as a context to teach science and math concepts. This book addresses each of these motivations and the diverse means used to engage with them.Designed to be a source of background and inspiration for researchers and practitioners alike, this volume includes contributions on policy, synthesis studies, and research studies to catalyze and inform current efforts to improve pre-college engineering education. The book explores teacher learning and practices, as well as how student learning occurs in both formal settings, such as classrooms, and informal settings, such as homes and museums. This volume also includes chapters on assessing design and creativity.

Ethics in Engineering Practice and Research

Author : Caroline Whitbeck
Publisher : Cambridge University Press
ISBN 13 : 1139498851
Total Pages : 439 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Ethics in Engineering Practice and Research by : Caroline Whitbeck

Download or read book Ethics in Engineering Practice and Research written by Caroline Whitbeck and published by Cambridge University Press. This book was released on 2011-08-15 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first edition of Caroline Whitbeck's Ethics in Engineering Practice and Research focused on the difficult ethical problems engineers encounter in their practice and in research. In many ways, these problems are like design problems: they are complex, often ill defined; resolving them involves an iterative process of analysis and synthesis; and there can be more than one acceptable solution. In the second edition of this text, Dr Whitbeck goes above and beyond by featuring more real-life problems, stating recent scenarios and laying the foundation of ethical concepts and reasoning. This book offers a real-world, problem-centered approach to engineering ethics, using a rich collection of open-ended case studies to develop skill in recognizing and addressing ethical issues.

Rethinking Engineering Education

Author : Edward F. Crawley
Publisher : Springer Science & Business Media
ISBN 13 : 3319055615
Total Pages : 319 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Rethinking Engineering Education by : Edward F. Crawley

Download or read book Rethinking Engineering Education written by Edward F. Crawley and published by Springer Science & Business Media. This book was released on 2014-04-02 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes an approach to engineering education that integrates a comprehensive set of personal, interpersonal, and professional engineering skills with engineering disciplinary knowledge in order to prepare innovative and entrepreneurial engineers. The education of engineers is set in the context of engineering practice, that is, Conceiving, Designing, Implementing, and Operating (CDIO) through the entire lifecycle of engineering processes, products, and systems. The book is both a description of the development and implementation of the CDIO model and a guide to engineering programs worldwide that seek to improve the education of young engineers.

Cases on Engineering Management Education in Practice

Author : Ktoridou, Despo
Publisher : IGI Global
ISBN 13 : 1799840646
Total Pages : 218 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Cases on Engineering Management Education in Practice by : Ktoridou, Despo

Download or read book Cases on Engineering Management Education in Practice written by Ktoridou, Despo and published by IGI Global. This book was released on 2020-10-16 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: The continuously growing list of technological, economic, and social challenges in today’s world has made it imperative for higher educational institutions to equip students with the necessary knowledge, skills, and competences to seek employment and work in such a challenging global context. Specifically, within the engineering field, today’s businesses now seek innovative engineer-managers who can design engineering systems and also handle projects/design and development; create strategic plans; handle financing; and recognize, engage with, and evaluate market opportunities. This has created a need for current research on effective engineering management education that focuses on technical people, projects, and organizations and prepares engineer and science graduates to become future industry leaders and be successful long term. Cases on Engineering Management Education in Practice explores the crucial role of innovative and effective education that helps graduates develop critical leadership, negotiation, and communication skills in specific engineering disciplines. It presents the latest scholarly information on curriculum development, instructional design, and pedagogies of engineering management learning initiatives focusing on a range of topics that fall under the scope of engineering management education practices including management, marketing, finance, law, leadership, organizational behaviors, and human resources and statistics. While highlighting topics such as curriculum reform, student motivation and engagement, and innovative learning and education practices, this book is ideal for teachers, administrators, instructional designers, researchers, practitioners, stakeholders, academicians, and students who are interested in the management of engineering education practices.

Building Intelligent Systems

Author : Geoff Hulten
Publisher : Apress
ISBN 13 : 1484234324
Total Pages : 346 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Building Intelligent Systems by : Geoff Hulten

Download or read book Building Intelligent Systems written by Geoff Hulten and published by Apress. This book was released on 2018-03-06 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: Produce a fully functioning Intelligent System that leverages machine learning and data from user interactions to improve over time and achieve success. This book teaches you how to build an Intelligent System from end to end and leverage machine learning in practice. You will understand how to apply your existing skills in software engineering, data science, machine learning, management, and program management to produce working systems. Building Intelligent Systems is based on more than a decade of experience building Internet-scale Intelligent Systems that have hundreds of millions of user interactions per day in some of the largest and most important software systems in the world. What You’ll Learn Understand the concept of an Intelligent System: What it is good for, when you need one, and how to set it up for success Design an intelligent user experience: Produce data to help make the Intelligent System better over time Implement an Intelligent System: Execute, manage, and measure Intelligent Systems in practice Create intelligence: Use different approaches, including machine learning Orchestrate an Intelligent System: Bring the parts together throughout its life cycle and achieve the impact you want Who This Book Is For Software engineers, machine learning practitioners, and technical managers who want to build effective intelligent systems

Resilience Engineering in Practice

Author : Professor Erik Hollnagel
Publisher : Ashgate Publishing, Ltd.
ISBN 13 : 1472420748
Total Pages : 363 pages
Book Rating : 4.4/5 (724 download)

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Book Synopsis Resilience Engineering in Practice by : Professor Erik Hollnagel

Download or read book Resilience Engineering in Practice written by Professor Erik Hollnagel and published by Ashgate Publishing, Ltd.. This book was released on 2013-11-01 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: Resilience engineering depends on four abilities: the ability a) to respond to what happens, b) to monitor critical developments, c) to anticipate future threats and opportunities, and d) to learn from past experience - successes as well as failures. They

Learning Engineering Toolkit

Author : Jim Goodell
Publisher : Taylor & Francis
ISBN 13 : 1000683257
Total Pages : 477 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis Learning Engineering Toolkit by : Jim Goodell

Download or read book Learning Engineering Toolkit written by Jim Goodell and published by Taylor & Francis. This book was released on 2022-07-25 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Learning Engineering Toolkit is a practical guide to the rich and varied applications of learning engineering, a rigorous and fast-emerging discipline that synthesizes the learning sciences, instructional design, engineering design, and other methodologies to support learners. As learning engineering becomes an increasingly formalized discipline and practice, new insights and tools are needed to help education, training, design, and data analytics professionals iteratively develop, test, and improve complex systems for engaging and effective learning. Written in a colloquial style and full of collaborative, actionable strategies, this book explores the essential foundations, approaches, and real-world challenges inherent to ensuring participatory, data-driven, learning experiences across populations and contexts.