Download or read book Machine Learning Design Patterns written by Valliappa Lakshmanan and published by O'Reilly Media. This book was released on 2020-10-15 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly

Download or read book Information Science and Electronic Engineering written by Dongxing Wang and published by CRC Press. This book was released on 2016-12-08 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information Science and Electronic Engineering is a collection of contributions drawn from the International Conference of Electronic Engineering and Information Science (ICEEIS 2016) held January 4-5, 2016 in Harbin, China. The papers in this proceedings volume cover various topics, including: - Electronic Engineering - Information Science and Information Technologies - Computational Mathematics and Data Mining - Image Processing and Computer Vision - Communication and Signal Processing - Control and Automation of Mechatronics - Methods, Devices and Systems for Measurement and Monitoring - Engineering of Weapon Systems - Mechanical Engineering and Material Science - Technologies of Processing. The content of this proceedings volume will be of interest to professionals and academics in the fields of Electronic Engineering, Computer Science and Mechanical Engineering.

Download or read book A Stranger in the House of God written by John Koessler and published by Zondervan. This book was released on 2009-08-30 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: Growing up the son of agnostics, John Koessler saw a Catholic church on one end of the street and a Baptist on the other. In the no-man’s land between the two, this curious outside wondered about the God they worshipped—and began a lifelong search to comprehend the grace and mystery of God. A Stranger in the House of God addresses fundamental questions and struggles faced by spiritual seekers and mature believers. Like a contemporary Pilgrim’s Progress, it traces the author’s journey and explores his experiences with both charismatic and evangelical Christianity. It also describes his transformation from religious outsider to ordained pastor. John Koessler provides a poignant and often humorous window into the interior of the soul as he describes his journey from doubt and struggle with the church to personal faith

Download or read book Democratizing Innovation written by Eric Von Hippel and published by MIT Press. This book was released on 2006-02-17 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: The process of user-centered innovation: how it can benefit both users and manufacturers and how its emergence will bring changes in business models and in public policy. Innovation is rapidly becoming democratized. Users, aided by improvements in computer and communications technology, increasingly can develop their own new products and services. These innovating users—both individuals and firms—often freely share their innovations with others, creating user-innovation communities and a rich intellectual commons. In Democratizing Innovation, Eric von Hippel looks closely at this emerging system of user-centered innovation. He explains why and when users find it profitable to develop new products and services for themselves, and why it often pays users to reveal their innovations freely for the use of all.The trend toward democratized innovation can be seen in software and information products—most notably in the free and open-source software movement—but also in physical products. Von Hippel's many examples of user innovation in action range from surgical equipment to surfboards to software security features. He shows that product and service development is concentrated among "lead users," who are ahead on marketplace trends and whose innovations are often commercially attractive. Von Hippel argues that manufacturers should redesign their innovation processes and that they should systematically seek out innovations developed by users. He points to businesses—the custom semiconductor industry is one example—that have learned to assist user-innovators by providing them with toolkits for developing new products. User innovation has a positive impact on social welfare, and von Hippel proposes that government policies, including R&D subsidies and tax credits, should be realigned to eliminate biases against it. The goal of a democratized user-centered innovation system, says von Hippel, is well worth striving for. An electronic version of this book is available under a Creative Commons license.

Download or read book Installations by Architects written by Sarah Bonnemaison and published by Princeton Architectural Press. This book was released on 2009-08-12 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last few decades, a rich and increasingly diverse practice has emerged in the art world that invites the public to touch, enter, and experience the work, whether it is in a gallery, on city streets, or in the landscape. Like architecture, many of these temporary artworks aspire to alter viewers' experience of the environment. An installation is usually the end product for an artist, but for architects it can also be a preliminary step in an ongoing design process. Like paper projects designed in the absence of "real" architecture, installations offer architects another way to engage in issues critical to their practice. Direct experimentation with architecture's material and social dimensions engages the public around issues in the built environment that concern them and expands the ways that architecture can participate in and impact people's everyday lives. The first survey of its kind, Installations by Architects features fifty of the most significant projects from the last twenty-five years by today's most exciting architects, including Anderson Anderson, Philip Beesley, Diller + Scofidio, John Hejduk, Dan Hoffman, and Kuth/Ranieri Architects. Projects are grouped in critical areas of discussion under the themes of tectonics, body, nature, memory, and public space. Each project is supplemented by interviews with the project architects and the discussions of critics and theorists situated within a larger intellectual context. There is no doubt that installations will continue to play a critical role in the practice of architecture. Installations by Architects aims to contribute to the role of installations in sharpening our understanding of the built environment.

Download or read book InfoWorld written by and published by . This book was released on 2000-05-08 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: InfoWorld is targeted to Senior IT professionals. Content is segmented into Channels and Topic Centers. InfoWorld also celebrates people, companies, and projects.

Download or read book Stop Thinking Like a Freelancer written by Liam Veitch and published by Createspace Independent Publishing Platform. This book was released on 2014-11-17 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Make Freelancing More Stable Freelancing is difficult. It's tough to plan for growth (in client volume and revenue) when current income is too unstable to even consider anything beyond the here and now. This book dives deep on making freelancing more stable, beating "treading water" cycles, repelling 'bad apple' clients, multiplying online exposure and follows the journey of Liam, with honest, clear advice and guidance from laptop and rented desk to $1m web agency. Achieve the freedom you're looking for A perennial business builder who 'finally got something to work', Liam Veitch has many strings to his bow along with many failures to learn from. Web designer and now founder at UK based web agency Tone (tone.co.uk) as well as freelancer community Freelancelift (freelancelift.com) this book comprises everything he wished he knew first time around. In his own words, he did freelancing 'right this time' and this book comes from a realisation that in the three years which passed - this second time round as a freelancer - the business has generated over $1.1M. This debut, feature length book lays out the key mindset fixes which made this possible. Who's it for? This book exists to help freelancers earn more this month than they did last month, by leveraging big-business thinking and creating a state of constant evolutionary improvement. "My intention is to describe my experiences and provide inspiration and practical advice for putting them to work in your business. These experiences have led to an enormous amount of financial freedom and professional predictability for me...something I could only dream about before." What's inside? 226 pages of honest, actionable advice to help you build something incredible from your tiny freelance business. Make freelancing more stable Beat "treading water" cycles Repel 'bad apple' clients Multiply online exposure Build income predictability Have dream clients find you Leverage recurring revenue Work less while earning more Let's do this The purpose of this book is not to show you how to build an agency, nor is it to improve the actual service you're providing (I'm making the assumption this is already the best it can be). This book is here to help give a fresh perspective in a space dominated by mediocrity. Your time is now. As a one-person business, it's easy to think that you're somehow exempt from that word... 'business'. I'm here to tell you this is what keeps most freelancers thinking like, well, freelancers. Screw that! This book serves to lay out everything I wish I'd have known first time around. It's been exhausting, a blast, and I can't wait to show you what I came up with.

Download or read book Official Netscape Dynamic HTML Developer s Guide written by Stuart Harris and published by Coriolis Group Books. This book was released on 1998 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Two bestselling authors show how to use Dynamic HTML to create richly formatted, interactive Web pages. The guide shows how to deal with all types of Web design challenges--from artistic to contextual to practical. All of the sample scripts from the book are included on the CD-ROM, plus shareware programs, HTML templates and backgrounds, and the EarthLink TotalAccess Internet connection package with the Netscape browser.

Download or read book How Learning Works written by Susan A. Ambrose and published by John Wiley & Sons. This book was released on 2010-04-16 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cognitive science, the authors have demystified a complex topic into clear explanations of seven powerful learning principles. Full of great ideas and practical suggestions, all based on solid research evidence, this book is essential reading for instructors at all levels who wish to improve their students' learning." —Barbara Gross Davis, assistant vice chancellor for educational development, University of California, Berkeley, and author, Tools for Teaching "This book is a must-read for every instructor, new or experienced. Although I have been teaching for almost thirty years, as I read this book I found myself resonating with many of its ideas, and I discovered new ways of thinking about teaching." —Eugenia T. Paulus, professor of chemistry, North Hennepin Community College, and 2008 U.S. Community Colleges Professor of the Year from The Carnegie Foundation for the Advancement of Teaching and the Council for Advancement and Support of Education "Thank you Carnegie Mellon for making accessible what has previously been inaccessible to those of us who are not learning scientists. Your focus on the essence of learning combined with concrete examples of the daily challenges of teaching and clear tactical strategies for faculty to consider is a welcome work. I will recommend this book to all my colleagues." —Catherine M. Casserly, senior partner, The Carnegie Foundation for the Advancement of Teaching "As you read about each of the seven basic learning principles in this book, you will find advice that is grounded in learning theory, based on research evidence, relevant to college teaching, and easy to understand. The authors have extensive knowledge and experience in applying the science of learning to college teaching, and they graciously share it with you in this organized and readable book." —From the Foreword by Richard E. Mayer, professor of psychology, University of California, Santa Barbara; coauthor, e-Learning and the Science of Instruction; and author, Multimedia Learning

Download or read book Blindsight written by Peter Watts and published by Macmillan. This book was released on 2006-10-03 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hugo and Shirley Jackson award-winning Peter Watts stands on the cutting edge of hard SF with his acclaimed novel, Blindsight Two months since the stars fell... Two months of silence, while a world held its breath. Now some half-derelict space probe, sparking fitfully past Neptune's orbit, hears a whisper from the edge of the solar system: a faint signal sweeping the cosmos like a lighthouse beam. Whatever's out there isn't talking to us. It's talking to some distant star, perhaps. Or perhaps to something closer, something en route. So who do you send to force introductions with unknown and unknowable alien intellect that doesn't wish to be met? You send a linguist with multiple personalities, her brain surgically partitioned into separate, sentient processing cores. You send a biologist so radically interfaced with machinery that he sees x-rays and tastes ultrasound. You send a pacifist warrior in the faint hope she won't be needed. You send a monster to command them all, an extinct hominid predator once called vampire, recalled from the grave with the voodoo of recombinant genetics and the blood of sociopaths. And you send a synthesist—an informational topologist with half his mind gone—as an interface between here and there. Pray they can be trusted with the fate of a world. They may be more alien than the thing they've been sent to find. At the Publisher's request, this title is being sold without Digital Rights Management Software (DRM) applied.

Download or read book The Origin of Consciousness in the Breakdown of the Bicameral Mind written by Julian Jaynes and published by Houghton Mifflin Harcourt. This book was released on 2000-08-15 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt: National Book Award Finalist: “This man’s ideas may be the most influential, not to say controversial, of the second half of the twentieth century.”—Columbus Dispatch At the heart of this classic, seminal book is Julian Jaynes's still-controversial thesis that human consciousness did not begin far back in animal evolution but instead is a learned process that came about only three thousand years ago and is still developing. The implications of this revolutionary scientific paradigm extend into virtually every aspect of our psychology, our history and culture, our religion—and indeed our future. “Don’t be put off by the academic title of Julian Jaynes’s The Origin of Consciousness in the Breakdown of the Bicameral Mind. Its prose is always lucid and often lyrical…he unfolds his case with the utmost intellectual rigor.”—The New York Times “When Julian Jaynes . . . speculates that until late in the twentieth millennium BC men had no consciousness but were automatically obeying the voices of the gods, we are astounded but compelled to follow this remarkable thesis.”—John Updike, The New Yorker “He is as startling as Freud was in The Interpretation of Dreams, and Jaynes is equally as adept at forcing a new view of known human behavior.”—American Journal of Psychiatry

Download or read book Mac Life written by and published by . This book was released on 2008-10 with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: MacLife is the ultimate magazine about all things Apple. It’s authoritative, ahead of the curve and endlessly entertaining. MacLife provides unique content that helps readers use their Macs, iPhones, iPods, and their related hardware and software in every facet of their personal and professional lives.

Download or read book Generative Art written by Matt Pearson and published by Simon and Schuster. This book was released on 2011-06-29 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Generative Art presents both the technique and the beauty of algorithmic art. The book includes high-quality examples of generative art, along with the specific programmatic steps author and artist Matt Pearson followed to create each unique piece using the Processing programming language. About the Technology Artists have always explored new media, and computer-based artists are no exception. Generative art, a technique where the artist creates print or onscreen images by using computer algorithms, finds the artistic intersection of programming, computer graphics, and individual expression. The book includes a tutorial on Processing, an open source programming language and environment for people who want to create images, animations, and interactions. About the Book Generative Art presents both the techniques and the beauty of algorithmic art. In it, you'll find dozens of high-quality examples of generative art, along with the specific steps the author followed to create each unique piece using the Processing programming language. The book includes concise tutorials for each of the technical components required to create the book's images, and it offers countless suggestions for how you can combine and reuse the various techniques to create your own works. Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book. What's Inside The principles of algorithmic art A Processing language tutorial Using organic, pseudo-random, emergent, and fractal processes ========================================​========= Table of Contents Part 1 Creative Coding Generative Art: In Theory and Practice Processing: A Programming Language for ArtistsPart 2 Randomness and Noise The Wrong Way to Draw A Line The Wrong Way to Draw a Circle Adding Dimensions Part 3 Complexity Emergence Autonomy Fractals

Download or read book Understanding ECMAScript 6 written by Nicholas C. Zakas and published by No Starch Press. This book was released on 2016-08-16 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: ECMAScript 6 represents the biggest update to the core of JavaScript in the history of the language. In Understanding ECMAScript 6, expert developer Nicholas C. Zakas provides a complete guide to the object types, syntax, and other exciting changes that ECMAScript 6 brings to JavaScript. Every chapter is packed with example code that works in any JavaScript environment so you’ll be able to see new features in action. You’ll learn: –How ECMAScript 6 class syntax relates to more familiar JavaScript concepts –What makes iterators and generators useful –How arrow functions differ from regular functions –Ways to store data with sets, maps, and more –The power of inheritance –How to improve asynchronous programming with promises –How modules change the way you organize code Whether you’re a web developer or a Node.js developer, you’ll find Understanding ECMAScript 6 indispensable on your journey from ECMAScript 5 to ECMAScript 6.

Download or read book Your Code as a Crime Scene written by Adam Tornhill and published by Pragmatic Bookshelf. This book was released on 2015-03-30 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Jack the Ripper and legacy codebases have more in common than you'd think. Inspired by forensic psychology methods, you'll learn strategies to predict the future of your codebase, assess refactoring direction, and understand how your team influences the design. With its unique blend of forensic psychology and code analysis, this book arms you with the strategies you need, no matter what programming language you use. Software is a living entity that's constantly changing. To understand software systems, we need to know where they came from and how they evolved. By mining commit data and analyzing the history of your code, you can start fixes ahead of time to eliminate broken designs, maintenance issues, and team productivity bottlenecks. In this book, you'll learn forensic psychology techniques to successfully maintain your software. You'll create a geographic profile from your commit data to find hotspots, and apply temporal coupling concepts to uncover hidden relationships between unrelated areas in your code. You'll also measure the effectiveness of your code improvements. You'll learn how to apply these techniques on projects both large and small. For small projects, you'll get new insights into your design and how well the code fits your ideas. For large projects, you'll identify the good and the fragile parts. Large-scale development is also a social activity, and the team's dynamics influence code quality. That's why this book shows you how to uncover social biases when analyzing the evolution of your system. You'll use commit messages as eyewitness accounts to what is really happening in your code. Finally, you'll put it all together by tracking organizational problems in the code and finding out how to fix them. Come join the hunt for better code! What You Need: You need Java 6 and Python 2.7 to run the accompanying analysis tools. You also need Git to follow along with the examples.

Download or read book Modes of Criticism 5 written by Francisco Laranjo and published by . This book was released on 2020-09 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Within graphic design, the concept of systems is profoundly rooted in form. Starting from a series of design research residencies in the context of the Porto Design Biennale, this volume proposes a variety of perspectives--social, cultural, political--to challenge this deeply engrained tradition."--Publisher's description.

Download or read book All that is Solid Melts Into Air written by Marshall Berman and published by Verso. This book was released on 1983 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: The experience of modernization -- the dizzying social changes that swept millions of people into the capitalist world -- and modernism in art, literature and architecture are brilliantly integrated in this account.