“…Some of the featured speakers you'll hear from include: Confluent CEO Jay Kreps on stream processing and its impact on how businesses deal with real-time data; Amazon Ad platform leader Alice Zheng on the best feature engineering methods for machine learning pipelines; Eric Colson of Stitch Fix on how to build a great data science team; DataVisor CEO Yinglian Xie on how Spark's in-memory big data security analytics can identify nefarious sleeper cells; and Pinterest Chief Scientist Jure Leskovec on Pixie, the graph-based system that makes personalized recommendations to 100+ million users in real time. …”

“…This hands-on guide demonstrates how the flexibility of the command line can help you become a more efficient and productive data scientist. You’ll learn how to combine small, yet powerful, command-line tools to quickly obtain, scrub, explore, and model your data. …”

“…This volume examines the role of mindfulness principles and practices in a range of well-established cognitive and behavioral treatment approaches. Leading scientist-practitioners describe how their respective modalities incorporate such nontraditional themes as mindfulness, acceptance, values, spirituality, being in relationship, focusing on the present moment, and emotional deepening. …”

“…"Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library. …”

Tabla de Contenidos: “…Intro -- Title Page -- Contents -- Opening -- Preface -- Contributions -- Commendations -- Reading guide -- Setting the Odesys scene -- Frame of reference -- Design, science, engineering &amp -- management -- Systems engineering &amp -- thinking -- Modeling &amp -- models -- Multi-objective optimisation -- Odesys' common terms &amp -- definitions -- Odesys' paradigms &amp -- views on world and man -- Design in the context of science &amp -- engineering -- Scientist versus engineer -- Empirical R&amp -- D, the 4-Quadrant model -- Values of science &amp -- engineering -- Con-science, the extended 4-Quadrant model -- Open-ended Odesys research questions -- Managing the service provider organization -- Socio-eco purpose, the quality of service concept -- Social laws &amp -- principles, a basis for Odesys -- Open loops management, an act of U-ncovering -- Designing to best fit for common purpose -- Common socio-eco interests, the design tY model -- Open designing, an act of U-ncovering -- Mathematical modeling design &amp -- decision problems -- Multi-criteria decision analysis &amp -- preference function modeling -- Single- &amp -- multi-objective design optimisation -- Conspection &amp -- curiosity -- Odesys methodology and applications -- Socio-technical systems design &amp -- integration -- Odesys' methodology &amp -- significance -- Odesys' mathematical formulation -- Threefold modeling framework &amp -- the Odesys' U -- IMAP &amp -- the Preferendus -- Formative Odesys examples -- Bridge design (revisited) -- Shopping mall (linear &amp -- non-linear) -- Supermarket (non-linear &amp -- non-monotonic) -- Summative Odesys applications -- Open-ended Odesys' U -- Norwegian light rail -- German power transmission line -- Dutch rail level crossing -- South Korean floating wind farm -- Educating the Odesys engineer -- The art of Open Design Learning…”

“…By accelerating and standardizing work throughout the ML pipeline, AutoML frees up valuable data scientist time and enables less experienced users to apply machine learning effectively. …”

“…The product of a unique collaboration between a pioneering earth scientist and an award-winning science writer, Fixing Climate takes an unconventional approach to the problem of global warming—and offers a possible solution. …”
Sumario

Tabla de Contenidos: “…-- 1.2.2 Beispielanwendungen -- 1.3 Fähigkeiten von Data Scientists…”

Tabla de Contenidos: “…-- NUTRITIONAL IN UNDERGRADUATE MEDICAL EDUCATION -- POSTGRADUATE CLINICAL NUTRITION TRAINING -- QUALITY ASSURANCE -- SUMMARY AND RECOMMENDATIONS -- References -- Critical Issues in Nutrition Education and Training at the University Level -- References -- The Role of Undergraduate Research Colleges in the Education of Future Nutrition Scientists -- THE DEFINITION OF "RESEARCH COLLEGE -- TRAINING FOR NEW NUTRITION SCIENTIST -- SOME DIFFERENCES IN EMPHASIS BETWEEN COLLEGES AND UNIVERSITIES -- THE PAST RECORD OF RESEARCH COLLEGES -- SUMMARY AND DIRECTIONS FOR THE FUTURE -- ACKNOWLEDGMENTS -- References -- Commentary -- References -- AUTHORS AND COAUTHORS…”

Tabla de Contenidos: “…-- Alternative History -- Retro-Futurism/Modernism -- What Steampunk Is Not ("Cog on a Stick") -- Chapter 2 Tools of the Modern Mad Scientist . . . and Materials, Too -- Tools -- Materials -- A Material to Make: Fleather-the Latest Thing in Mad Science! …”

Tabla de Contenidos: “…Folklore as a mirror of culture -- The study of folklore in literature and culture: identification and interpretation -- Metafolkore and oral literary criticism -- From etic to emic units in the structural study of folktales ; postscript, the motif index and the tale-type index: a critique -- How Indic parallels to the ballad of the "walled-up wife" reveal the pitfalls of parochial nationalistic folkloristics -- Structuralism and folklore ; postscript, binary opposition in myth: the Propp/Levi Strauss debate in retrospect -- On game morphology: a study of the structure of non-verbal folklore -- The devolutionary premise in folklore theory -- Folk ideas as units of worldview ; postscript, worldview in folk narrative -- As the crow flies: a straightforward study of lineal worldview in American folk speech -- Much ado about "sweet bugger all": getting to the bottom of a puzzle in British folk speech -- Grouping lore--scientists and musicians: science in folklore--folklore in science? …”

Tabla de Contenidos: “…Frontmatter -- Contents -- Illustrations -- Acknowledgments -- Introduction -- Part I Ways of Knowing -- Introduction -- Chapter 1 Environmental Pluralism: Knowing the Namibian Weather in Times of Climate Change -- Chapter 2 How a Storm Feels: Storying Climate Change in the Eastern Himalayas -- Chapter 3 Who Is Perturbed by Ecological Perturbations? Marine Scientists’ and Polynesian Fishers’ Understandings of a Crown-of-Thorns Starfish Outbreak -- Chapter 4 Urban Transformations in the Hydric Landscapes of Belém, Brazil: Environmental Memories and Urban Floods -- Part II. …”

Tabla de Contenidos: “…Environmental pluralism: knowing the Namibian weather in times of climate change -- Michael Schnegg -- How a storm feels: storying climate change in the Eastern Himalayas -- Alexander Aisher Who is perturbed by ecological perturbations? Marine scientists' and Polynesian fishers' understandings of a crown-of-thorns starfish outbreak -- Matthew Lauer, Terava Atger, Sally J. …”

Tabla de Contenidos: “…Multiple Regression: The Basics and Beyond for Clinical Scientists -- 14. Statistical Methods for Use in the Analysis of Randomized Clinical Trials Utilizing a Pretreatment, Posttreatment, Follow-up (PPF) Paradigm -- 15. …”

Tabla de Contenidos: “…INTRODUCTION -- Materials Matter: Introduction / Michael Friedman and Karin Krauthausen -- On the Activity of Materials / Peter Fratzl and Wolfgang Schäffner -- INTERVIEWS: SCIENTISTS ON ACTIVE MATTER -- Interview with Thomas Speck: "You Don't Want to Build an Oak Tree - You Want to Invent It." …”

Tabla de Contenidos: “…Exploring high-stakes tests as a genre / Reading a science experiment: deciphering the language of scientists / Reading + mathematics = success: using literacy strategies to enhance problem-solving skills / Promoting literacy through visual aids: teaching students to read graphs, maps, charts, and tables / Critically reading advertisements: examining visual images and persuasive language / Reading web-based electronic texts: using think-alouds to help students begin to understand the process / Developing critical literacy: comparatively reading multiple text sources in a sixth-grade classroom / Crafting the genre. …”

Tabla de Contenidos: “…Exploring high-stakes tests as a genre / Reading a science experiment: deciphering the language of scientists / Reading + mathematics = success: using literacy strategies to enhance problem-solving skills / Promoting literacy through visual aids: teaching students to read graphs, maps, charts, and tables / Critically reading advertisements: examining visual images and persuasive language / Reading web-based electronic texts: using think-alouds to help students begin to understand the process / Developing critical literacy: comparatively reading multiple text sources in a second-grade classroom / Using written response for reading comprehension of literary text / Crafting the genre. …”

Tabla de Contenidos: “….] -- An ecologist's response to the SIU campaign : the role of natural scientists in environmental movement / Markus J. Peterson -- Excerpt from SIU San Antonio rally transcript / transcibed by Jodi Minion -- SIU and beyond : challenges of scale and the strategic / Robert Cox…”