Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.

Download or read book R for Everyone written by Jared P. Lander and published by Addison-Wesley Professional. This book was released on 2017-06-13 with total page 1456 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Computation for Programmers, Scientists, Quants, Excel Users, and Other Professionals Using the open source R language, you can build powerful statistical models to answer many of your most challenging questions. R has traditionally been difficult for non-statisticians to learn, and most R books assume far too much knowledge to be of help. R for Everyone, Second Edition, is the solution. Drawing on his unsurpassed experience teaching new users, professional data scientist Jared P. Lander has written the perfect tutorial for anyone new to statistical programming and modeling. Organized to make learning easy and intuitive, this guide focuses on the 20 percent of R functionality you’ll need to accomplish 80 percent of modern data tasks. Lander’s self-contained chapters start with the absolute basics, offering extensive hands-on practice and sample code. You’ll download and install R; navigate and use the R environment; master basic program control, data import, manipulation, and visualization; and walk through several essential tests. Then, building on this foundation, you’ll construct several complete models, both linear and nonlinear, and use some data mining techniques. After all this you’ll make your code reproducible with LaTeX, RMarkdown, and Shiny. By the time you’re done, you won’t just know how to write R programs, you’ll be ready to tackle the statistical problems you care about most. Coverage includes Explore R, RStudio, and R packages Use R for math: variable types, vectors, calling functions, and more Exploit data structures, including data.frames, matrices, and lists Read many different types of data Create attractive, intuitive statistical graphics Write user-defined functions Control program flow with if, ifelse, and complex checks Improve program efficiency with group manipulations Combine and reshape multiple datasets Manipulate strings using R’s facilities and regular expressions Create normal, binomial, and Poisson probability distributions Build linear, generalized linear, and nonlinear models Program basic statistics: mean, standard deviation, and t-tests Train machine learning models Assess the quality of models and variable selection Prevent overfitting and perform variable selection, using the Elastic Net and Bayesian methods Analyze univariate and multivariate time series data Group data via K-means and hierarchical clustering Prepare reports, slideshows, and web pages with knitr Display interactive data with RMarkdown and htmlwidgets Implement dashboards with Shiny Build reusable R packages with devtools and Rcpp Register your product at informit.com/register for convenient access to downloads, updates, and corrections as they become available.

Download or read book SuperLife written by Darin Olien and published by Harper Collins. This book was released on 2015-02-10 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this groundbreaking health and lifestyle guide, Darin Olien—superfoods expert, nutritionist, creator of Shakeology, and co-host of the Netflix docuseries Down to Earth with Zac Efron—provides the key to understanding and utilizing five life forces, the sole factors that determine whether or not we will be healthy, fit, and free of illness. In Superlife, Darin Olien provides us with an entirely new way of thinking about health and wellbeing by identifying what he calls the life forces: Quality Nutrition, Hydration, Detoxification, Oxygenation, and Alkalization. Olien demonstrates in great detail how to maintain these processes, thereby allowing our bodies to do the rest. He tells us how we can maintain healthy weight, prevent even the most serious of diseases, and feel great. He explains that all of this is possible without any of the restrictive or gimmicky diet plans that never work in the long term. Olien has traveled the world, exploring the health properties of foods that have sustained indigenous cultures for centuries. Putting his research into practice, he has created a unique and proven formula for maximizing our bodies’ potential. He also includes a “How-to-eat” user’s guide with a shopping list, advice on “what to throw away,” a guide to creating a healthy, balanced diet plan, and advice on how to use supplements effectively. Written in Olien’s engaging conversational style, Superlife is a one-of-a-kind comprehensive look at dieting and nutrition, a timeless and essential guide to maintaining the human body and maximizing its potential.

Download or read book Hanging Out Messing Around and Geeking Out written by Mizuko Ito and published by MIT Press. This book was released on 2009-10-30 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: An examination of young people's everyday new media practices—including video-game playing, text-messaging, digital media production, and social media use. Conventional wisdom about young people's use of digital technology often equates generational identity with technology identity: today's teens seem constantly plugged in to video games, social networking sites, and text messaging. Yet there is little actual research that investigates the intricate dynamics of youths' social and recreational use of digital media. Hanging Out, Messing Around, and Geeking Out fills this gap, reporting on an ambitious three-year ethnographic investigation into how young people are living and learning with new media in varied settings—at home, in after-school programs, and in online spaces. Integrating twenty-three case studies—which include Harry Potter podcasting, video-game playing, music sharing, and online romantic breakups—in a unique collaborative authorship style, Hanging Out, Messing Around, and Geeking Out is distinctive for its combination of in-depth description of specific group dynamics with conceptual analysis.

Download or read book High School Musical written by Disney Enterprises and published by TokyoPop. This book was released on 2007-07-10 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on the phenomenally popular Disney Channel original movie, this Cine-Manga follows Troy and Gabriella, two teens who are worlds apart who meet at a karaoke contest and discover their mutual love for music.

Download or read book Give Them Lala written by Lala Kent and published by Simon and Schuster. This book was released on 2022-04-12 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The Vanderpump Rules provocateur opens up about her rocky road to fame and sobriety in this collection of humorous and brutally honest essays"--

Download or read book Author s Pen and Actor s Voice written by Robert Weimann and published by Cambridge University Press. This book was released on 2000-07-27 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Redefines the relationship between writing and performance in Shakespeare's theatre.

Download or read book Introduction to Sociology 3e written by Tonja R. Conerly and published by . This book was released on 2023-05-19 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Lost Rolls written by Ron Haviv and published by . This book was released on 2015-10-22 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Every photographer who worked during the analog age ended up at some point with a bag of stray rolls of film. Orphans. Lost. Photojournalist Ron Haviv found over 200 rolls of undeveloped film in 2015—material spanning twenty years, and as many countries. When he had them developed and scanned, he encountered famous faces, close friends, and places of conflict—the stuff of his trade. Images of Northern Ireland riots, gangs in El Salvador, war in Kosovo, China, refugees, Bill Clinton, Al Gore, and a wild mix of lost memories that forced the photographer to sit quietly while doing mental detective work to try to recover the context for these frames.The film wasn’t perfect. In fact, the film was massively flawed. But it was beautiful. A blend of mold, pooling dye, time and fog, the film had transformed into one-of-a-kind analog artwork, representing some of the most important news stories in recent history.The Lost Rolls is edited by Robert Peacock with essays by W.M. Hunt, Dr. Lauren Walsh, and Ron Haviv.

Download or read book The Survival of Soap Opera written by Sam Ford and published by Univ. Press of Mississippi. This book was released on 2010-11-03 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: The soap opera, one of U.S. television's longest-running and most influential formats, is on the brink. Declining ratings have been attributed to an increasing number of women working outside the home and to an intensifying competition for viewers' attention from cable and the Internet. Yet, soaps' influence has expanded, with serial narratives becoming commonplace on most prime time TV programs. The Survival of Soap Opera investigates the causes of their dwindling popularity, describes their impact on TV and new media culture, and gleans lessons from their complex history for twenty-first-century media industries. The book contains contributions from established soap scholars such as Robert C. Allen, Louise Spence, Nancy Baym, and Horace Newcomb, along with essays and interviews by emerging scholars, fans and Web site moderators, and soap opera producers, writers, and actors from ABC's General Hospital, CBS's The Young and the Restless and The Bold and the Beautiful, and other shows. This diverse group of voices seeks to intervene in the discussion about the fate of soap operas at a critical juncture, and speaks to longtime soap viewers, television studies scholars, and media professionals alike.

Download or read book An Empire of Their Own written by Neal Gabler and published by Anchor. This book was released on 2010-11-17 with total page 537 pages. Available in PDF, EPUB and Kindle. Book excerpt: A provocative, original, and richly entertaining group biography of the Jewish immigrants who were the moving forces behind the creation of America's motion picture industry. The names Harry Cohn, William Fox, Carl Laemmle, Louis B. Mayer, Jack and Harry Warner, and Adolph Zucker are giants in the history of contemporary Hollywood, outsiders who dared to invent their own vision of the American Dream. Even to this day, the American values defined largely by the movies of these émigrés endure in American cinema and culture. Who these men were, how they came to dominate Hollywood, and what they gained and lost in the process is the exhilarating story of An Empire of Their Own.

Download or read book Girl on Pointe written by Chloe Lukasiak and published by Bloomsbury Publishing USA. This book was released on 2018-01-23 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: Chloe Lukasiak is a big believer that things happen for a reason. She knows that life would be easier without disappointments, bullying, and medical issues-but sometimes it takes challenges to inspire you to achieve big things. From her status as fan favorite on the hit reality television show Dance Moms through her life as a social media star with millions of fans, Chloe has found that self-acceptance and kindness are the key to getting over the rough spots in life and realizing your passions. This full-color, heavily designed book featuring never-before-seen photos, inspirational quotes, and Chloe's own doodles and poetry offers exclusive insight into Chloe's world as well as a message that will inspire all readers to be their very best selves.

Download or read book Girl at War written by Sara Novic and published by Random House Trade Paperbacks. This book was released on 2016-03-22 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: For readers of The Tiger’s Wife and All the Light We Cannot See comes a powerful debut novel about a girl’s coming of age—and how her sense of family, friendship, love, and belonging is profoundly shaped by war. NAMED ONE OF THE BEST BOOKS OF THE YEAR BY BOOKPAGE, BOOKLIST, AND ELECTRIC LITERATURE • ALEX AWARD WINNER • LOS ANGELES TIMES BOOK PRIZE FINALIST • LONGLISTED FOR THE BAILEYS WOMEN’S PRIZE FOR FICTION Zagreb, 1991. Ana Jurić is a carefree ten-year-old, living with her family in a small apartment in Croatia’s capital. But that year, civil war breaks out across Yugoslavia, splintering Ana’s idyllic childhood. Daily life is altered by food rations and air raid drills, and soccer matches are replaced by sniper fire. Neighbors grow suspicious of one another, and Ana’s sense of safety starts to fray. When the war arrives at her doorstep, Ana must find her way in a dangerous world. New York, 2001. Ana is now a college student in Manhattan. Though she’s tried to move on from her past, she can’t escape her memories of war—secrets she keeps even from those closest to her. Haunted by the events that forever changed her family, Ana returns to Croatia after a decade away, hoping to make peace with the place she once called home. As she faces her ghosts, she must come to terms with her country’s difficult history and the events that interrupted her childhood years before. Moving back and forth through time, Girl at War is an honest, generous, brilliantly written novel that illuminates how history shapes the individual. Sara Nović fearlessly shows the impact of war on one young girl—and its legacy on all of us. It’s a debut by a writer who has stared into recent history to find a story that continues to resonate today. Praise for Girl at War “Outstanding . . . Girl at War performs the miracle of making the stories of broken lives in a distant country feel as large and universal as myth.”—The New York Times Book Review (Editor’s Choice) “[An] old-fashioned page-turner that will demand all of the reader’s attention, happily given. A debut novel that astonishes.”—Vanity Fair “Shattering . . . The book begins with what deserves to become one of contemporary literature’s more memorable opening lines. The sentences that follow are equally as lyrical as a folk lament and as taut as metal wire wrapped through an electrified fence.”—USA Today

Download or read book Asylum of the Birds written by Roger Ballen and published by National Geographic Books. This book was released on 2014-04-22 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A masterful new monograph from one of the most revered and highly collectible contemporary art photographers in the world Roger Ballen is one of the most original image makers of the twenty-first century. Asylum of the Birds showcases his iconic photographs, which were all taken entirely within the confines of a house in a Johannesburg suburb, the location of which remains a tightly guarded secret. The inhabitants of the house, both people and animals, and most notably the ever-present birds, are the cast who perform within a sculptural and decorated theatrical interior that the author creates and orchestrates. The resulting images are compelling and dynamic, existing somewhere between still life and portrait. They are richly layered with graffiti, drawings, animals, and found objects. In a world where photographers seek to avoid definition, Roger Ballen is a true original who not only defies genres, but has defined his own artistic space as well.

Download or read book Analyzing Parasocial Influence of Celebrity Endorsement written by Inessa Lotonina and published by . This book was released on 2020-09-21 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social media plays an important part in modern society. Marketing professionals started to pay attention to social media in search for new ways to promote products and services online. One of the most recognized ways to promote the product is with the use of celebrity endorsement. Marketing scholars pinpointed that using celebrity endorsement for reaching Millennial consumers is very effective. During the process of endorsement, a publicly recognized person promotes the product by appearing with it in an advertisement. Celebrities appeared in product promotion ever since television set has become a necessary household item. Television viewers were highly interested in celebrities and researchers attempted to explain why the viewers are so captivated by them. In 1956, Horton and Wohl invented parasocial interactions theory to explain the phenomenon of fascination with celebrities. Horton and Wohl were the first to suggest that celebrities are effective in product promotion due to viewers' aspiration to be more similar to them.The purpose of this thesis is to explore how parasocial interactions shape consumer behavior of Russian Millennials. The research will pay close attention to psychological undertones of publicly recognized individuals' persuasion on their followers that influences their consumer behavior. Parasocial interactions between celebrity and their followers constitutes the research phenomenon of this thesis. Parasocial influence on consumers is still not clearly explained by the theoretical knowledge. An attempt to address this issue was made by parasocial interactions theory as well as by endorser source effect literature. However, recent research articles regarding parasocial interactions point out that new social media context creates a need for further investigation. Semi-structured interviews were used in this research, with overall twelve participants from Russia. All participants were female Millennials aged 25-28. Seven reoccurring themes were identified from the interview data, showcasing how parasocial interactions influenced consumer behavior of social media followers. These themes include pursuing celebrity experience, establishing high level of trust with celebrity, pursuing self-transformation through meaning-based consumption, adopting celebrity's lifestyle and habits, fulfilling the need to belong, stepping outside the consumption comfort zone and actively pursuing higher level of attractiveness. This research contributes to both parasocial interactions and celebrity endorsement literature by providing consumers' perspective on persuasiveness of social media endorsements. It was revealed that followers see celebrities that they emotionally engage with as trustable individuals and are willing to purchase their products without hesitation. As followers are open to try new products, it creates wide possibilities for marketers to utilize celebrity endorsement to its full potential. The biggest opportunity can be identified in endorsement of beauty and fashion products, since followers revealed great interest in enhancing their physical appearance. However, followers' trust must be maintained by celebrities choosing endorsements wisely and not engaging with promotion of non-related products.

Download or read book Destabilizing the Hollywood Musical written by K. Kessler and published by Springer. This book was released on 2010-10-13 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: A critical survey of Hollywood film musicals from the 1960s to the present. This book examines how, in the post-studio system era, cultural, industrial and stylistic circumstances transformed this once happy-go-lucky genre into one both fluid and cynical enough to embrace the likes of Rocky Horror and pave the way for Cannibal! and Moulin Rouge!.

Download or read book 101 Amazing Facts about Zac Efron written by Jack Goldstein and published by Andrews UK Limited. This book was released on 2014-05-08 with total page 26 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are you the world's biggest Zac Efron fan? Or do you want to know everything there is to know about one of Hollywood's hottest properties? If so, then this is the book for you! Contained within are 101 amazing facts about the heartthrob, from how he got started in the movie business to his love life, awards he has won plus much more. The book is easily organised into sections so you can find the information you want fast and is perfect for all ages!