| data science certificate ucla: Feature Engineering and Selection Max Kuhn, Kjell Johnson, 2019-07-25 The process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results. |
| data science certificate ucla: Data Science For Dummies Lillian Pierson, 2021-08-20 Monetize your company’s data and data science expertise without spending a fortune on hiring independent strategy consultants to help What if there was one simple, clear process for ensuring that all your company’s data science projects achieve a high a return on investment? What if you could validate your ideas for future data science projects, and select the one idea that’s most prime for achieving profitability while also moving your company closer to its business vision? There is. Industry-acclaimed data science consultant, Lillian Pierson, shares her proprietary STAR Framework – A simple, proven process for leading profit-forming data science projects. Not sure what data science is yet? Don’t worry! Parts 1 and 2 of Data Science For Dummies will get all the bases covered for you. And if you’re already a data science expert? Then you really won’t want to miss the data science strategy and data monetization gems that are shared in Part 3 onward throughout this book. Data Science For Dummies demonstrates: The only process you’ll ever need to lead profitable data science projects Secret, reverse-engineered data monetization tactics that no one’s talking about The shocking truth about how simple natural language processing can be How to beat the crowd of data professionals by cultivating your own unique blend of data science expertise Whether you’re new to the data science field or already a decade in, you’re sure to learn something new and incredibly valuable from Data Science For Dummies. Discover how to generate massive business wins from your company’s data by picking up your copy today. |
| data science certificate ucla: Life at Home in the Twenty-First Century Jeanne E. Arnold, Anthony P. Graesch, Elinor Ochs, Enzo Ragazzini, 2012-12-31 Winner of the 2014 John Collier Jr. Award Winner of the Jo Anne Stolaroff Cotsen Prize Life at Home in the Twenty-First Century cross-cuts the ranks of important books on social history, consumerism, contemporary culture, the meaning of material culture, domestic architecture, and household ethnoarchaeology. It is a distant cousin of Material World and Hungry Planet in content and style, but represents a blend of rigorous science and photography that these books can claim. Using archaeological approaches to human material culture, this volume offers unprecedented access to the middle-class American home through the kaleidoscopic lens of no-limits photography and many kinds of never-before acquired data about how people actually live their lives at home. Based on a rigorous, nine-year project at UCLA, this book has appeal not only to scientists but also to all people who share intense curiosity about what goes on at home in their neighborhoods. Many who read the book will see their own lives mirrored in these pages and can reflect on how other people cope with their mountains of possessions and other daily challenges. Readers abroad will be equally fascinated by the contrasts between their own kinds of materialism and the typical American experience. The book will interest a range of designers, builders, and architects as well as scholars and students who research various facets of U.S. and global consumerism, cultural history, and economic history. |
| data science certificate ucla: Advanced SQL:1999 Jim Melton, 2003 This guide documents SQL: 1999Us advanced features in the same practical, programmercentric way that the first volume documented the language's basic features. This is no mere representation of the standard, but rather authoritative guidance on making an application conform to it, both formally and effectively. |
| data science certificate ucla: Unlocking the Clubhouse Jane Margolis, Allan Fisher, 2003-02-28 Understanding and overcoming the gender gap in computer science education. The information technology revolution is transforming almost every aspect of society, but girls and women are largely out of the loop. Although women surf the Web in equal numbers to men and make a majority of online purchases, few are involved in the design and creation of new technology. It is mostly men whose perspectives and priorities inform the development of computing innovations and who reap the lion's share of the financial rewards. As only a small fraction of high school and college computer science students are female, the field is likely to remain a male clubhouse, absent major changes. In Unlocking the Clubhouse, social scientist Jane Margolis and computer scientist and educator Allan Fisher examine the many influences contributing to the gender gap in computing. The book is based on interviews with more than 100 computer science students of both sexes from Carnegie Mellon University, a major center of computer science research, over a period of four years, as well as classroom observations and conversations with hundreds of college and high school faculty. The interviews capture the dynamic details of the female computing experience, from the family computer kept in a brother's bedroom to women's feelings of alienation in college computing classes. The authors investigate the familial, educational, and institutional origins of the computing gender gap. They also describe educational reforms that have made a dramatic difference at Carnegie Mellon—where the percentage of women entering the School of Computer Science rose from 7% in 1995 to 42% in 2000—and at high schools around the country. |
| data science certificate ucla: Machine Learning and Data Science Daniel D. Gutierrez, 2015 This book can be viewed as a set of essential tools we need for a long-term career in the data science field - recommendations are provided for further study in order to build advanced skills in tackling important data problem domains. |
| data science certificate ucla: Indicators of School Crime and Safety , 1999 |
| data science certificate ucla: Learning How to Learn Barbara Oakley, PhD, Terrence Sejnowski, PhD, Alistair McConville, 2018-08-07 A surprisingly simple way for students to master any subject--based on one of the world's most popular online courses and the bestselling book A Mind for Numbers A Mind for Numbers and its wildly popular online companion course Learning How to Learn have empowered more than two million learners of all ages from around the world to master subjects that they once struggled with. Fans often wish they'd discovered these learning strategies earlier and ask how they can help their kids master these skills as well. Now in this new book for kids and teens, the authors reveal how to make the most of time spent studying. We all have the tools to learn what might not seem to come naturally to us at first--the secret is to understand how the brain works so we can unlock its power. This book explains: Why sometimes letting your mind wander is an important part of the learning process How to avoid rut think in order to think outside the box Why having a poor memory can be a good thing The value of metaphors in developing understanding A simple, yet powerful, way to stop procrastinating Filled with illustrations, application questions, and exercises, this book makes learning easy and fun. |
| data science certificate ucla: Making it Big in Shorts Kim Adelman, 2017 Each year 8,000+ short films compete to fill 60 slots at the Sundance Film Festival. On an average day, 792 film and video projects vie for funding on Kickstarter. And every minute 300 hours of video are uploaded to YouTube. In this competitive environment, a short filmmaker can no longer invest time, money, and dreams of glory in the theory that if you build it, they will come. The challenge is making the right kind of short: one that will make a splash. Covering the nuts-and-bolts of production while stressing the importance of artistic expression, this invaluable handbook shows a first-time filmmaker how to make a buzzworthy little film that could launch a lucrative Hollywood career. Packed with over 75 photos and insider advice from dozens of high-profile professionals, including Sundance and Tribeca festival programmers and Academy Award(R) winners and nominees, Making It Big in Shorts puts the emphasis on making films shorter, faster, and cheaper. |
| data science certificate ucla: Instructions Between Takeoff and Landing Charles Jensen, 2022-03-07 Poetry. LGBTQIA Studies. A formally ambitious collection of genre-bending poems investigating the experience of midlife, Instructions between Takeoff and Landing explores the intersection of the personal and political in a world bending toward justice. |
| data science certificate ucla: Applied Bioinformatics Paul Maria Selzer, Richard Marhöfer, Andreas Rohwer, 2008-01-18 At last, here is a baseline book for anyone who is confused by cryptic computer programs, algorithms and formulae, but wants to learn about applied bioinformatics. Now, anyone who can operate a PC, standard software and the internet can also learn to understand the biological basis of bioinformatics, of the existence as well as the source and availability of bioinformatics software, and how to apply these tools and interpret results with confidence. This process is aided by chapters that introduce important aspects of bioinformatics, detailed bioinformatics exercises (including solutions), and to cap it all, a glossary of definitions and terminology relating to bioinformatics. |
| data science certificate ucla: Learning to Solve Problems by Searching for Macro-operators Richard E. Korf, 1985 This monograph explores the idea of learning efficient strategies for solving problems by searching for macro-operators. |
| data science certificate ucla: Botany for Gardeners, Fourth Edition Brian Capon, 2022-08-16 “This should be the cornerstone of every gardener’s library.” —Jeff Gillman, Director of the UNC Charlotte Botanical Gardens What happens inside a seed after it is planted? How are plants structured? How do plants reproduce? The answers to these and other questions about complex plant processes can be found in the bestselling Botany for Gardeners. First published in 1990 with more than 260,000 copies sold, it has become the go-to introduction to botany for students and gardeners. Now in its fourth edition, Botany for Gardeners has been expanded and updated. It features a revised interior, with new photos and illustrations that clarify the concepts clearer than ever before. Additional updates address scientific advances, changes in nomenclature and taxonomy, and more. As before, Botany for Gardeners shares accessible information about how plants are organized, how they have adapted to nearly all environments on earth, their essential functions, and how they reproduce. |
| data science certificate ucla: Weaving an Otherwise Amanda Tachine, Z Nicolazzo, 2023-07-03 Who (and what) are you bearing witness to (and for) through your research? When you witness, what claims are you making about who and what matters? What does your research forget, and does it do it on purpose?This book reconceptualizes qualitative research as an in-relations process, one that is centered on, fully concerned with, and lifts up those who have been and continue to be dispossessed, harmed, dehumanized, and erased because of white supremacy, settler colonialism, or other hegemonic world views.It prompts scholars to make connections between themselves as “researchers” and affect, ancestors, community, family and kinship, space and place, and the more than human beings with whom they are always already in community.What are the modes and ways of knowing through which we approach our research? How can the practice of research bring us closer to the peoples, places, more than human beings, histories, presents, and futures in which we are embedded and connected to? If we are the instruments of our research, then how must we be attentive to all of the affects and relations that make us who we are and what will become? These questions animate Weaving an Otherwise, providing a wellspring from which we think about our interconnections to the past, present, and future possibilities of research.After an opening chapter by the editors that explores the consequences and liberating opportunities of rejecting dominant qualitative methodologies that erase the voices of the subordinated and disdained, the contributors of nine chapters explore and enact approaches that uncover hidden connections and reveal unconscious value systems. |
| data science certificate ucla: The Fast Forward MBA in Project Management Eric Verzuh, 2015-11-09 The all-inclusive guide to exceptional project management The Fast Forward MBA in Project Management is the comprehensive guide to real-world project management methods, tools, and techniques. Practical, easy-to-use, and deeply thorough, this book gives you answers you need now. You'll find the cutting-edge ideas and hard-won wisdom of one of the field's leading experts, delivered in short, lively segments that address common management issues. Brief descriptions of important concepts, tips on real-world applications, and compact case studies illustrate the most sought-after skills and the pitfalls you should watch out for. This new fifth edition features new case studies, new information on engaging stakeholders, change management, new guidance on using Agile techniques, and new content that integrates current events and trends in the project management sphere. Project management is a complex role, with seemingly conflicting demands that must be coordinated into a single, overarching, executable strategy — all within certain time, resource, and budget constraints. This book shows you how to get it all together and get it done, with expert guidance every step of the way. Navigate complex management issues effectively Master key concepts and real-world applications Learn from case studies of today's leading experts Keep your project on track, on time, and on budget From finding the right sponsor to clarifying objectives to setting a realistic schedule and budget projection, all across different departments, executive levels, or technical domains, project management incorporates a wide range of competencies. The Fast Forward MBA in Project Management shows you what you need to know, the best way to do it, and what to watch out for along the way. |
| data science certificate ucla: Data Smart John W. Foreman, 2013-10-31 Data Science gets thrown around in the press like it'smagic. Major retailers are predicting everything from when theircustomers are pregnant to when they want a new pair of ChuckTaylors. It's a brave new world where seemingly meaningless datacan be transformed into valuable insight to drive smart businessdecisions. But how does one exactly do data science? Do you have to hireone of these priests of the dark arts, the data scientist, toextract this gold from your data? Nope. Data science is little more than using straight-forward steps toprocess raw data into actionable insight. And in DataSmart, author and data scientist John Foreman will show you howthat's done within the familiar environment of aspreadsheet. Why a spreadsheet? It's comfortable! You get to look at the dataevery step of the way, building confidence as you learn the tricksof the trade. Plus, spreadsheets are a vendor-neutral place tolearn data science without the hype. But don't let the Excel sheets fool you. This is a book forthose serious about learning the analytic techniques, the math andthe magic, behind big data. Each chapter will cover a different technique in aspreadsheet so you can follow along: Mathematical optimization, including non-linear programming andgenetic algorithms Clustering via k-means, spherical k-means, and graphmodularity Data mining in graphs, such as outlier detection Supervised AI through logistic regression, ensemble models, andbag-of-words models Forecasting, seasonal adjustments, and prediction intervalsthrough monte carlo simulation Moving from spreadsheets into the R programming language You get your hands dirty as you work alongside John through eachtechnique. But never fear, the topics are readily applicable andthe author laces humor throughout. You'll even learnwhat a dead squirrel has to do with optimization modeling, whichyou no doubt are dying to know. |
| data science certificate ucla: Demystifying eResearch Victoria Martin, 2014-10-17 eResearch presents new challenges in managing data. This book explains to librarians and other information specialists what eResearch is, how it impacts library services and collections, and how to contribute to eResearch activities at their parent institutions. Today's librarians need to be technology-savvy information experts who understand how to manage datasets. Demystifying eResearch: A Primer for Librarians prepares librarians for careers that involve eResearch, clearly defining what it is and how it impacts library services and collections, explaining key terms and concepts, and explaining the importance of the field. You will come to understand exactly how the use of networked computing technologies enhances and supports collaboration and innovative methods particularly in scientific research, learn about eResearch library initiatives and best practices, and recognize the professional development opportunities that eResearch offers. This book takes the broad approach to the complex topic of eResearch and how it pertains to the library community, providing an introduction that will be accessible to readers without a background in electronic research. The author presents a conceptual overview of eResearch with real-world examples of electronic research activities to quickly increase your familiarity with eResearch and awareness of the current state of eResearch librarianship. |
| data science certificate ucla: SQL Pocket Guide Alice Zhao, 2021-08-26 If you use SQL in your day-to-day work as a data analyst, data scientist, or data engineer, this popular pocket guide is your ideal on-the-job reference. You'll find many examples that address the language's complexities, along with key aspects of SQL used in Microsoft SQL Server, MySQL, Oracle Database, PostgreSQL, and SQLite. In this updated edition, author Alice Zhao describes how these database management systems implement SQL syntax for both querying and making changes to a database. You'll find details on data types and conversions, regular expression syntax, window functions, pivoting and unpivoting, and more. Quickly look up how to perform specific tasks using SQL Apply the book's syntax examples to your own queries Update SQL queries to work in five different database management systems NEW: Connect Python and R to a relational database NEW: Look up frequently asked SQL questions in the How Do I? chapter |
| data science certificate ucla: Deep Learning for Coders with fastai and PyTorch Jeremy Howard, Sylvain Gugger, 2020-06-29 Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala |
| data science certificate ucla: Chemical Principles Peter Atkins, Loretta Jones, 2007-08 Written for calculus-inclusive general chemistry courses, Chemical Principles helps students develop chemical insight by showing the connections between fundamental chemical ideas and their applications. Unlike other texts, it begins with a detailed picture of the atom then builds toward chemistry's frontier, continually demonstrating how to solve problems, think about nature and matter, and visualize chemical concepts as working chemists do. Flexibility in level is crucial, and is largely established through clearly labeling (separating in boxes) the calculus coverage in the text: Instructors have the option of whether to incorporate calculus in the coverage of topics. The multimedia integration of Chemical Principles is more deeply established than any other text for this course. Through the unique eBook, the comprehensive Chemistry Portal, Living Graph icons that connect the text to the Web, and a complete set of animations, students can take full advantage of the wealth of resources available to them to help them learn and gain a deeper understanding. |
| data science certificate ucla: Visualize This Nathan Yau, 2011-06-13 Practical data design tips from a data visualization expert of the modern age Data doesn't decrease; it is ever-increasing and can be overwhelming to organize in a way that makes sense to its intended audience. Wouldn't it be wonderful if we could actually visualize data in such a way that we could maximize its potential and tell a story in a clear, concise manner? Thanks to the creative genius of Nathan Yau, we can. With this full-color book, data visualization guru and author Nathan Yau uses step-by-step tutorials to show you how to visualize and tell stories with data. He explains how to gather, parse, and format data and then design high quality graphics that help you explore and present patterns, outliers, and relationships. Presents a unique approach to visualizing and telling stories with data, from a data visualization expert and the creator of flowingdata.com, Nathan Yau Offers step-by-step tutorials and practical design tips for creating statistical graphics, geographical maps, and information design to find meaning in the numbers Details tools that can be used to visualize data-native graphics for the Web, such as ActionScript, Flash libraries, PHP, and JavaScript and tools to design graphics for print, such as R and Illustrator Contains numerous examples and descriptions of patterns and outliers and explains how to show them Visualize This demonstrates how to explain data visually so that you can present your information in a way that is easy to understand and appealing. |
| data science certificate ucla: Mathematics for Economists Carl P. Simon, Lawrence Blume, 1994 Mathematics for Economists, a new text for advanced undergraduate and beginning graduate students in economics, is a thoroughly modern treatment of the mathematics that underlies economic theory. An abundance of applications to current economic analysis, illustrative diagrams, thought-provoking exercises, careful proofs, and a flexible organisation-these are the advantages that Mathematics for Economists brings to today's classroom. |
| data science certificate ucla: Principles and Practice of Clinical Research John I. Gallin, Frederick P Ognibene, 2011-04-28 The second edition of this innovative work again provides a unique perspective on the clinical discovery process by providing input from experts within the NIH on the principles and practice of clinical research. Molecular medicine, genomics, and proteomics have opened vast opportunities for translation of basic science observations to the bedside through clinical research. As an introductory reference it gives clinical investigators in all fields an awareness of the tools required to ensure research protocols are well designed and comply with the rigorous regulatory requirements necessary to maximize the safety of research subjects. Complete with sections on the history of clinical research and ethics, copious figures and charts, and sample documents it serves as an excellent companion text for any course on clinical research and as a must-have reference for seasoned researchers.*Incorporates new chapters on Managing Conflicts of Interest in Human Subjects Research, Clinical Research from the Patient's Perspective, The Clinical Researcher and the Media, Data Management in Clinical Research, Evaluation of a Protocol Budget, Clinical Research from the Industry Perspective, and Genetics in Clinical Research *Addresses the vast opportunities for translation of basic science observations to the bedside through clinical research*Delves into data management and addresses how to collect data and use it for discovery*Contains valuable, up-to-date information on how to obtain funding from the federal government |
| data science certificate ucla: A Guide to Six Sigma and Process Improvement for Practitioners and Students Howard S. Gitlow, Richard Melnyck, David M. Levine, 2015 Thousands of companies have discovered the value of Six Sigma in streamlining operations, cutting costs, improving quality, and increasing profitability. A Guide to Lean Six Sigma and Process Improvement for Practitioners and Students, Second Edition gives green belts, black belts, champions, and students a complete executive framework for understanding quality and implementing Lean Six Sigma. Building on the widely praised first edition, top Six Sigma experts Howard Gitlow and Richard Melnyck add today's most recent and important lean and process control system applications. Step by step, they systematically walk you through the five-step DMAIC implementation process, with detailed examples and many real-world case studies. You'll find practical coverage of Six Sigma statistics and management techniques, and realistic solutions for many common implementation obstacles. Coverage includes: A realistic overview of Six Sigma Management Six Sigma roles, responsibilities, and terminology Managing Six Sigma with Dashboards and Control Charts Mastering each DMAIC phase: Define, Measure, Analyze, Improve, Control Understanding foundational Six Sigma statistics: probability, probability distributions, sampling distributions, and interval estimation Testing hypotheses and designing experiments Pursuing Six Sigma Champion or Green Belt Certification, and more |
| data science certificate ucla: Once Removed Colette Sartor, 2019 The women in the linked short story collection Once Removed carry the burdens imposed in the name of intimacy--the secrets kept, the lies told, the disputes initiated--as well as the joy that can still manage to triumph. A singer with a damaged voice and an assumed identity befriends a silent, troubled child; an infertile law professor covets a tenant's daughterly affection; a new mother tries to shield her infant from her estranged mother's surprise Easter visit; an aging shopkeeper hides her husband's decline and a decades-old lie to keep her best friends from moving away. With depth and an acute sense of the fragility of intimate connection, Colette Sartor creates stories of women that resonate with emotional complexity. Some of these women possess the fierce natures and long, vengeful memories of expert grudge holders. Others avoid conflict at every turn, or so they tell themselves. For all of them, grief lies at the core of love. |
| data science certificate ucla: Modern Post Scott Arundale, Tashi Trieu, 2014-08-01 With the shift from film to digital, today’s filmmakers are empowered by an arsenal of powerful, creative options with which to tell their story. Modern Post examines and demystifies these tools and workflows and demonstrates how these decisions can empower your storytelling. Using non-technical language, authors Scott Arundale and Tashi Trieu guide you through everything you should consider before you start shooting. They begin with a look to past methodologies starting with traditional film techniques and how they impact current trends. Next they offer a look at the latest generation of digital camera and capture systems. The authors move on to cover: * Preproduction- what camera is best for telling your story and why, budgeting for post * Production- on-set data management, dailies, green screen, digital cinematography * Postproduction- RAW vs. compressed footage, editing, visual effects, color correction, sound and deliverables including DCP creation The book features cutting-edge discussion about the role of the digital imaging technician (DIT), how you can best use the Cloud, motion graphics, sound design, and much more. Case studies show you these solutions being applied in real-world situations, and the companion website features videos of techniques discussed in the book, as well as timely updates about technological changes in the landscape. www.focalpress.com/cw/arundale |
| data science certificate ucla: Stuck in the Shallow End, updated edition Jane Margolis, 2017-03-03 Why so few African American and Latino/a students study computer science: updated edition of a book that reveals the dynamics of inequality in American schools. The number of African Americans and Latino/as receiving undergraduate and advanced degrees in computer science is disproportionately low. And relatively few African American and Latino/a high school students receive the kind of institutional encouragement, educational opportunities, and preparation needed for them to choose computer science as a field of study and profession. In Stuck in the Shallow End, Jane Margolis and coauthors look at the daily experiences of students and teachers in three Los Angeles public high schools: an overcrowded urban high school, a math and science magnet school, and a well-funded school in an affluent neighborhood. They find an insidious “virtual segregation” that maintains inequality. The race gap in computer science, Margolis discovers, is one example of the way students of color are denied a wide range of occupational and educational futures. Stuck in the Shallow End is a story of how inequality is reproduced in America—and how students and teachers, given the necessary tools, can change the system. Since the 2008 publication of Stuck in the Shallow End, the book has found an eager audience among teachers, school administrators, and academics. This updated edition offers a new preface detailing the progress in making computer science accessible to all, a new postscript, and discussion questions (coauthored by Jane Margolis and Joanna Goode). |
| data science certificate ucla: The American Freshman, National Norms for ... Cooperative Institutional Research Program (U.S.), American Council on Education. Office of Research, 1973 |
| data science certificate ucla: Data Structures And Algorithms Shi-kuo Chang, 2003-09-29 This is an excellent, up-to-date and easy-to-use text on data structures and algorithms that is intended for undergraduates in computer science and information science. The thirteen chapters, written by an international group of experienced teachers, cover the fundamental concepts of algorithms and most of the important data structures as well as the concept of interface design. The book contains many examples and diagrams. Whenever appropriate, program codes are included to facilitate learning.This book is supported by an international group of authors who are experts on data structures and algorithms, through its website at www.cs.pitt.edu/~jung/GrowingBook/, so that both teachers and students can benefit from their expertise. |
| data science certificate ucla: Archiving the Unspeakable Michelle Caswell, 2014-04 Roughly 1.7 million people died in Cambodia from untreated disease, starvation, and execution during the Khmer Rouge reign of less than four years in the late 1970s. The regime’s brutality has come to be symbolized by the multitude of black-and-white mug shots of prisoners taken at the notorious Tuol Sleng prison, where thousands of “enemies of the state” were tortured before being sent to the Killing Fields. In Archiving the Unspeakable, Michelle Caswell traces the social life of these photographic records through the lens of archival studies and elucidates how, paradoxically, they have become agents of silence and witnessing, human rights and injustice as they are deployed at various moments in time and space. From their creation as Khmer Rouge administrative records to their transformation beginning in 1979 into museum displays, archival collections, and databases, the mug shots are key components in an ongoing drama of unimaginable human suffering. Winner, Waldo Gifford Leland Award, Society of American Archivists Longlist, ICAS Book Prize, International Convention of Asia Scholars |
| data science certificate ucla: Essentials of Geographic Information Systems Michael Edward Shin, Jonathan Campbell, Sierra Burkhart, 2022 |
| data science certificate ucla: House Number 12 Block Number 3 Sana Balagamwala, 2021-10-26 Karachi, Pakistan (20th century) - Nadia has changed. She has been waking in the middle of the night in fits of anxiety, avoiding friends and family, and skipping university classes. With the recent death of her father, Nadia's condition has further spiraled. There is no acceptable diagnosis for her behavior and speculations abound. Whatever the cause of this mysterious affliction, Nadia's mother is at pains to keep it hidden from the community at large; she is worried Nadia will be labeled as mad, and she knows all too well the taboos that mental illness brings with it.While the country tethers on political unrest, Nadia seems to get worse by the day. Her family desperately searches for the cause of, and the cure for her mysterious malady. |
| data science certificate ucla: The Gender Gap in College: Maximizing the Developmental Potential of Women and Men Linda J. Sax, Alexander W. Astin, Helen S. Astin, 2008-09-02 Praise for The Gender Gap in College Linda Sax has produced an encyclopedic volume comparing women's and men's development during the undergraduate years. We believe it is destined to become a classic in the higher education literature. —From the Foreword by Alexander W. Astin and Helen S. Astin Using findings from an important national data set, Linda Sax has skillfully crafted a definitive work about the gender gap in college. It is a major scholarly achievement that will be influential for many years to come. —Ernest Pascarella, Petersen Professor of Higher Education, University of Iowa Linda Sax has produced a meticulously researched, carefully documented analysis that identifies many ways that college impacts men and women differently. This book will be an invaluable resource to researchers and practitioners seeking to better understand and serve traditional-age students at four-year colleges and universities. —Jacqueline E. King, assistant vice president, Center for Policy Analysis, American Council on Education |
| data science certificate ucla: Newman and Carranza's Clinical Periodontology and Implantology E-Book Michael G. Newman, Perry R. Klokkevold, Satheesh Elangovan, Yvonne Kapila, 2023-04-28 **Selected for Doody's Core Titles® 2024 in Dentistry** Learn and master a range of clinical techniques and achieve therapeutic goals with Newman and Carranza's Clinical Periodontology and Implantology, 14th Edition! Unmatched for its comprehensive approach, this resource provides detailed, up-to-date information on the etiology and pathogenesis of periodontal disease. Basic and advanced evidence-based information on the various treatment modalities employed in periodontics and implantology is presented in an easy-to-read format, with callout boxes throughout the text highlighting the clinical relevance of foundational basic science information. Full-color photos and radiographic images depict periodontal conditions and procedures, and the Atlas of Periodontal Pathology is one of the most comprehensive ever compiled in a periodontal textbook. Written by a team of leading experts led by Michael G. Newman, this text not only demonstrates how to perform periodontal procedures but explains the evidence supporting each treatment and provides knowledge on how to achieve the best possible outcomes of periodontal therapy and implant treatment. An eBook version is included with print purchase, providing access to all the text, figures, and references, plus the ability to search, customize content, make notes and highlights, and have content read aloud. The eBook version included with print purchase also includes Periopixel 3D color illustrations, a periodontal classification calculator and interactive learning tool, review questions, case studies, videos, 3D animations, and more! This edition features new chapters on Precision Medicine, Pocket Reduction Therapy, Periodontal Referral, and Digital Implant Workflows, as well as an updated glossary of terms linked to the eBook. It also features first-of-its-kind content on the effects of COVID-19 on treatment from key opinion leaders in this area. Case studies reflect the new format of the Integrated National Board Dental Exam (INBDE). - Full-color photos, illustrations, radiographs, animations, simulations, and videos demonstrate how to perform periodontal and implant procedures. - Current information on clinical techniques in periodontology and the latest advances in basic science. - Evidence-based treatment planning provides knowledge on how to achieve the best possible outcomes of periodontal therapy and implant treatment. - Extensive color atlas of periodontal pathology - Internationally known experts contribute chapters on their areas of specialty. - An eBook version is included with print purchase, providing access to all the text, figures, and references, plus the ability to search, customize content, make notes and highlights, and have content read aloud. |
| data science certificate ucla: Introduction to Mathematical Thinking Keith J. Devlin, 2012 Mathematical thinking is not the same as 'doing math'--unless you are a professional mathematician. For most people, 'doing math' means the application of procedures and symbolic manipulations. Mathematical thinking, in contrast, is what the name reflects, a way of thinking about things in the world that humans have developed over three thousand years. It does not have to be about mathematics at all, which means that many people can benefit from learning this powerful way of thinking, not just mathematicians and scientists.--Back cover. |
| data science certificate ucla: Financial Cryptography and Data Security Sven Dietrich, Rachna Dhamija, 2007-12-21 There are few more important areas of current research than this, and here, Springer has published a double helping of the latest work in the field. That’s because the book contains the thoroughly refereed proceedings of the 11th International Conference on Financial Cryptography and Data Security, and the co-located 1st International Workshop on Usable Security, both held in Trinidad/Tobago in February 2007. Topics covered include payment systems and authentication. |
| data science certificate ucla: Modern Manors Sanford M. Jacoby, 1998-12-14 In light of recent trends of corporate downsizing and debates over corporate responsibility, Sanford Jacoby offers a timely, comprehensive history of twentieth-century welfare capitalism, that is, the history of nonunion corporations that looked after the economic security of employees. Building on three fascinating case studies of modern manors (Eastman Kodak, Sears, and TRW), Jacoby argues that welfare capitalism did not expire during the Depression, as traditionally thought. Rather it adapted to the challenges of the 1930s and became a powerful, though overlooked, factor in the history of the welfare state, the labor movement, and the corporation. Fringe benefits, new forms of employee participation, and sophisticated anti-union policies are just some of the outgrowths of welfare capitalism that provided a model for contemporary employers seeking to create productive nonunion workplaces. Although employer paternalism has faltered in recent years, many Americans still look to corporations, rather than to unions or government, to meet their needs. Jacoby explains why there remains widespread support for the notion that corporations should be the keystone of economic security in American society and offers a perspective on recent business trends. Based on extensive research, Modern Manors greatly advances the study of corporate and union power in the twentieth century. |
| data science certificate ucla: Murachs SQL Server 2016 for Developers Bryan Syverson, Joel Murach, 2016 If you're an application developer, or you're training to be one, this 2016 edition of Murach's classic SQL Server book is made for you. To start, it presents the SQL statements that you need to retrieve and update the data in a database. These are the SQL statements that you'll use every day. Then, it shows you how to design a database, how to implement that design, and how to work with database features like views, scripts, stored procedures, functions, triggers, transactions, security, XML data, BLOB data with FILESTREAM storage, and the CLR integration feature. The result? You'll be able to create database applications that are thoroughly professional. You'll be familiar with the DBA-related issues that let you work far more effectively than most of your colleagues. And you'll have a handy reference at your side to answer questions and handle new challenges as they come up. |
| data science certificate ucla: The Art of the Start 2.0 Guy Kawasaki, 2015-03-03 THE CLASSIC BESTSELLING GUIDE TO LAUNCHING AND MAKING YOUR NEW PRODUCT, SERVICE OR IDEA A SUCCESS. 'The ultimate entrepreneurship handbook' - Arianna Huffington Whether you're an aspiring entrepreneur, small-business owner, intrapreneur, or not-for-profit leader, there's no shortage of advice on topics such as innovating, recruiting, fund raising, and branding. In fact, there are so many books, articles, websites, blogs, webinars, and conferences that many startups focus on the wrong priorities and go broke before they succeed. The Art of the Start 2.0 solves that problem by distilling Guy Kawasaki's decades of experience as one of the most hardworking and irreverent strategists in the business world. Guy understands the seismic changes in business over the last decade: Once-invulnerable market leaders are struggling. Many of the basics of getting established have become easier, cheaper, and more democratic. Business plans are no longer necessary. Social media has replaced PR and advertising as the key method of promotion. Crowdfunding is now a viable alternative to investors. The cloud makes basic infrastructure affordable for almost any new venture. The Art of the Start 2.0 will show you how to effectively deploy all these tools. It will help you master the fundamental challenges that have not changed: building a strong team, creating an awesome product or service, and facing down your competition. |
| data science certificate ucla: The Future of University Credentials Sean R. Gallagher, 2022-07-14 2017 Phillip E. Frandson Award for Literature in the Field of Professional, Continuing, and/or Online Education, University Professional and Continuing Education Association (UPCEA) The Future of University Credentials offers a thorough and urgently needed overview of the burgeoning world of university degrees and credentials. At a time of heightened attention to how universities and colleges are preparing young people for the working world, questions about the meaning and value of university credentials have become especially prominent. Sean Gallagher guides us through this fast-changing terrain, providing much-needed context, details, and insights. The book casts a wide net, focusing on traditional higher education degrees and on the myriad certificates and other postsecondary awards that universities and other institutions now issue. He describes the entire ecosystem of credentials, including universities and colleges, employers, government agencies, policy makers and influencers—and, not least, the students whose futures are profoundly affected by these certifications. And he looks intently at where university credentials might be headed, as educational institutions seek to best serve students and employers in a rapidly changing world. The result is an unprecedented, comprehensive look at the current credentialing landscape in higher education—as well as at the future challenges and opportunities for this vital field. |
Data and Digital Outputs Management Plan (DDOMP)
Data and Digital Outputs Management Plan (DDOMP)
Building New Tools for Data Sharing and Reuse through a …
Jan 10, 2019 · The SEI CRA will closely link research thinking and technological innovation toward accelerating the full path of discovery-driven data use and open science. This will enable a …
Open Data Policy and Principles - Belmont Forum
The data policy includes the following principles: Data should be: Discoverable through catalogues and search engines; Accessible as open data by default, and made available with …
Belmont Forum Adopts Open Data Principles for Environmental …
Jan 27, 2016 · Adoption of the open data policy and principles is one of five recommendations in A Place to Stand: e-Infrastructures and Data Management for Global Change Research, …
Belmont Forum Data Accessibility Statement and Policy
The DAS encourages researchers to plan for the longevity, reusability, and stability of the data attached to their research publications and results. Access to data promotes reproducibility, …
Climate-Induced Migration in Africa and Beyond: Big Data and …
CLIMB will also leverage earth observation and social media data, and combine them with survey and official statistical data. This holistic approach will allow us to analyze migration process …
Advancing Resilience in Low Income Housing Using Climate …
Jun 4, 2020 · Environmental sustainability and public health considerations will be included. Machine Learning and Big Data Analytics will be used to identify optimal disaster resilient …
Belmont Forum
What is the Belmont Forum? The Belmont Forum is an international partnership that mobilizes funding of environmental change research and accelerates its delivery to remove critical …
Waterproofing Data: Engaging Stakeholders in Sustainable Flood …
Apr 26, 2018 · Waterproofing Data investigates the governance of water-related risks, with a focus on social and cultural aspects of data practices. Typically, data flows up from local levels to …
Data Management Annex (Version 1.4) - Belmont Forum
A full Data Management Plan (DMP) for an awarded Belmont Forum CRA project is a living, actively updated document that describes the data management life cycle for the data to be …
Data and Digital Outputs Management Plan (DDOMP)
Data and Digital Outputs Management Plan (DDOMP)
Building New Tools for Data Sharing and Reuse through a …
Jan 10, 2019 · The SEI CRA will closely link research thinking and technological innovation toward accelerating the full path of discovery-driven data use and open science. This will …
Open Data Policy and Principles - Belmont Forum
The data policy includes the following principles: Data should be: Discoverable through catalogues and search engines; Accessible as open data by default, and made available with …
Belmont Forum Adopts Open Data Principles for Environmental …
Jan 27, 2016 · Adoption of the open data policy and principles is one of five recommendations in A Place to Stand: e-Infrastructures and Data Management for Global Change Research, …
Belmont Forum Data Accessibility Statement and Policy
The DAS encourages researchers to plan for the longevity, reusability, and stability of the data attached to their research publications and results. Access to data promotes reproducibility, …
Climate-Induced Migration in Africa and Beyond: Big Data and …
CLIMB will also leverage earth observation and social media data, and combine them with survey and official statistical data. This holistic approach will allow us to analyze migration process …
Advancing Resilience in Low Income Housing Using Climate …
Jun 4, 2020 · Environmental sustainability and public health considerations will be included. Machine Learning and Big Data Analytics will be used to identify optimal disaster resilient …
Belmont Forum
What is the Belmont Forum? The Belmont Forum is an international partnership that mobilizes funding of environmental change research and accelerates its delivery to remove critical …
Waterproofing Data: Engaging Stakeholders in Sustainable Flood …
Apr 26, 2018 · Waterproofing Data investigates the governance of water-related risks, with a focus on social and cultural aspects of data practices. Typically, data flows up from local levels …
Data Management Annex (Version 1.4) - Belmont Forum
A full Data Management Plan (DMP) for an awarded Belmont Forum CRA project is a living, actively updated document that describes the data management life cycle for the data to be …
