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Microprediction
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Download or read book Microprediction written by Peter Cotton and published by MIT Press. This book was released on 2022-11-08 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: How a web-scale network of autonomous micromanagers can challenge the AI revolution and combat the high cost of quantitative business optimization. The artificial intelligence (AI) revolution is leaving behind small businesses and organizations that cannot afford in-house teams of data scientists. In Microprediction, Peter Cotton examines the repeated quantitative tasks that drive business optimization from the perspectives of economics, statistics, decision making under uncertainty, and privacy concerns. He asks what things currently described as AI are not “microprediction,” whether microprediction is an individual or collective activity, and how we can produce and distribute high-quality microprediction at low cost. The world is missing a public utility, he concludes, while companies are missing an important strategic approach that would enable them to benefit—and also give back. In an engaging, colloquial style, Cotton argues that market-inspired “superminds” are likely to be very effective compared with other orchestration mechanisms in the domain of microprediction. He presents an ambitious yet practical alternative to the expensive “artisan” data science that currently drains money from firms. Challenging the machine learning revolution and exposing a contradiction at its heart, he offers engineers a new liberty: no longer reliant on quantitative experts, they are free to create intelligent applications using general-purpose application programming interfaces (APIs) and libraries. He describes work underway to encourage this approach, one that he says might someday prove to be as valuable to businesses—and society at large—as the internet.
Download or read book Microprediction written by Peter Cotton and published by MIT Press. This book was released on 2022-11-08 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: How a web-scale network of autonomous micromanagers can challenge the AI revolution and combat the high cost of quantitative business optimization. The artificial intelligence (AI) revolution is leaving behind small businesses and organizations that cannot afford in-house teams of data scientists. In Microprediction, Peter Cotton examines the repeated quantitative tasks that drive business optimization from the perspectives of economics, statistics, decision making under uncertainty, and privacy concerns. He asks what things currently described as AI are not “microprediction,” whether microprediction is an individual or collective activity, and how we can produce and distribute high-quality microprediction at low cost. The world is missing a public utility, he concludes, while companies are missing an important strategic approach that would enable them to benefit—and also give back. In an engaging, colloquial style, Cotton argues that market-inspired “superminds” are likely to be very effective compared with other orchestration mechanisms in the domain of microprediction. He presents an ambitious yet practical alternative to the expensive “artisan” data science that currently drains money from firms. Challenging the machine learning revolution and exposing a contradiction at its heart, he offers engineers a new liberty: no longer reliant on quantitative experts, they are free to create intelligent applications using general-purpose application programming interfaces (APIs) and libraries. He describes work underway to encourage this approach, one that he says might someday prove to be as valuable to businesses—and society at large—as the internet.
Book Synopsis Machine Learning for Time-Series with Python by : Ben Auffarth
Download or read book Machine Learning for Time-Series with Python written by Ben Auffarth and published by Packt Publishing Ltd. This book was released on 2021-10-29 with total page 371 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get better insights from time-series data and become proficient in model performance analysis Key FeaturesExplore popular and modern machine learning methods including the latest online and deep learning algorithmsLearn to increase the accuracy of your predictions by matching the right model with the right problemMaster time series via real-world case studies on operations management, digital marketing, finance, and healthcareBook Description The Python time-series ecosystem is huge and often quite hard to get a good grasp on, especially for time-series since there are so many new libraries and new models. This book aims to deepen your understanding of time series by providing a comprehensive overview of popular Python time-series packages and help you build better predictive systems. Machine Learning for Time-Series with Python starts by re-introducing the basics of time series and then builds your understanding of traditional autoregressive models as well as modern non-parametric models. By observing practical examples and the theory behind them, you will become confident with loading time-series datasets from any source, deep learning models like recurrent neural networks and causal convolutional network models, and gradient boosting with feature engineering. This book will also guide you in matching the right model to the right problem by explaining the theory behind several useful models. You'll also have a look at real-world case studies covering weather, traffic, biking, and stock market data. By the end of this book, you should feel at home with effectively analyzing and applying machine learning methods to time-series. What you will learnUnderstand the main classes of time series and learn how to detect outliers and patternsChoose the right method to solve time-series problemsCharacterize seasonal and correlation patterns through autocorrelation and statistical techniquesGet to grips with time-series data visualizationUnderstand classical time-series models like ARMA and ARIMAImplement deep learning models, like Gaussian processes, transformers, and state-of-the-art machine learning modelsBecome familiar with many libraries like Prophet, XGboost, and TensorFlowWho this book is for This book is ideal for data analysts, data scientists, and Python developers who want instantly useful and practical recipes to implement today, and a comprehensive reference book for tomorrow. Basic knowledge of the Python Programming language is a must, while familiarity with statistics will help you get the most out of this book.
Book Synopsis Aggregation and Disaggregation in the Social Sciences by : Michael T. Hannan
Download or read book Aggregation and Disaggregation in the Social Sciences written by Michael T. Hannan and published by Free Press. This book was released on 1991 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Novel Drug Delivery Systems and Regulatory Affairs by : Sudhakar Yajaman & Jayaveera K.N.
Download or read book Novel Drug Delivery Systems and Regulatory Affairs written by Sudhakar Yajaman & Jayaveera K.N. and published by S. Chand Publishing. This book was released on 2014 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Novel Drug Delivery Systems | Transdermal Drug Delivery Systems | Mucoadhesive Drug Delivery Systems | Targeted Drugdelivery Systems | Regulatory Agencies | Quality Assurance | Good Manufacturing Practices | Validation
Book Synopsis Parallel Architectures, Algorithms and Programming by : Hong Shen
Download or read book Parallel Architectures, Algorithms and Programming written by Hong Shen and published by Springer Nature. This book was released on 2020-01-25 with total page 563 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 10th International Symposium on Parallel Architectures, Algorithms and Programming, PAAP 2019, held in Guangzhou, China, in December 2019. The 39 revised full papers and 8 revised short papers presented were carefully reviewed and selected from 121 submissions. The papers deal with research results and development activities in all aspects of parallel architectures, algorithms and programming techniques.
Book Synopsis Technological Economics by : Shoubo Xu
Download or read book Technological Economics written by Shoubo Xu and published by Springer Nature. This book was released on 2020-10-26 with total page 939 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book creatively puts forward the subject nature, object, system, theory, method and application of technical economics, and brings together the research achievements of 50 years, especially the latest research results. It is of great significance for the development of China's technical and economic disciplines and the cultivation of special talents for technical and economic development. It is of great significance for the solution of major technical and economic problems in economic and social development, and has a landmark significance in the history of world technical economics. The book can be used as teaching material for both the liberal arts, science and engineering students within higher education institutions, and as a leading cadre training source for engineers. Furthermore, it can facilitate readers engaged in policy making, program planning, macro control, evaluation of investment decision, feasibility studies, project with aspects such as government, consulting companies, banks, and financial personnel needs. Also this book can aid readers with engineering design, product development, business management, as well as with the needs of engineering and technical personnel and enterprise management personnel.
Book Synopsis Cellular Drug Delivery by : D. Robert Lu
Download or read book Cellular Drug Delivery written by D. Robert Lu and published by Springer Science & Business Media. This book was released on 2004-02-25 with total page 553 pages. Available in PDF, EPUB and Kindle. Book excerpt: An authoritative and up-to-date survey of the fundamental principles, and practice of drug delivery at the cellular level. On the principles side, the authors discuss the broad spectrum of cellular delivery, ranging from coverage of cell-mediated immunity, gene delivery, and protein targeting, to cellular drug transport, cellular drug permeability, and a variety of carrier system related to targeted drug delivery. On the practice side, the authors focus on technological developments in cellular drug delivery, including novel formulations for the delivery of DNA and antisense oligonucleotides ,as well as drug targeting with immunoglobulin formulations and antibody-mediated approaches.
Book Synopsis Biofunctional Surface Engineering by : Martin Scholz
Download or read book Biofunctional Surface Engineering written by Martin Scholz and published by CRC Press. This book was released on 2014-02-21 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: Successful biofunctional surface engineering will determine the future of medical devices such as orthopedic implants, stents, catheters, vaccine scaffolds, wound dressings, and extracorporeal circulation devices. Moreover, the biosensor and diagnostic chip technology will evolve rapidly due to the growing medical need for personalized medicine. A major drawback in these technologies is the need for terminally sterilized products. However, novel and safe technologies, including coupling, stabilization, and protection of effector molecules, enable terminal sterilization without functional loss. This book provides a comprehensive overview on the state of the art and the future of biofunctional surface engineering and is of major interest for those working in the fields of medicine and medical devices.
Book Synopsis The Mechanics of Threaded Fasteners and Bolted Joints for Engineering and Design by : Toshimichi Fukuoka
Download or read book The Mechanics of Threaded Fasteners and Bolted Joints for Engineering and Design written by Toshimichi Fukuoka and published by Elsevier. This book was released on 2022-10-22 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Mechanics of Threaded Fasteners and Bolted Joints outlines how threaded fasteners and bolted joints fail, how these failures can be remedied, and ultimately how to avoid them altogether through tightening methods, material strength, and avoiding loosening. The book demonstrates how to select the appropriate tightening method and determine the optimal tightening procedure for varying nominal diameters. Using the finite element method, it discusses characteristics of stress concentration and fatigue strength and covers bolt force variation due to elastic interaction. The separation of the plate interface via increased external force as the primary cause of fatigue failure in threaded fasteners is discussed, with effective countermeasures provided. Empirical equations of thermal contact coefficient and apparent thermal contact coefficient in simple form are included as well.?? Outlines various tightening methods such as torque control, angle control, direct tension, and thermal expansion Demonstrates methods for preventing fatigue failure Discusses the effect of high and low temperature thermal loads on the strength of bolted joints by looking at thermal contact resistance at the interface
Book Synopsis Micro- and Nanotechnology in Vaccine Development by : Mariusz Skwarczynski
Download or read book Micro- and Nanotechnology in Vaccine Development written by Mariusz Skwarczynski and published by William Andrew. This book was released on 2016-09-20 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive overview of how use of micro- and nanotechnology (MNT) has allowed major new advance in vaccine development research, and the challenges that immunologists face in making further progress. MNT allows the creation of particles that exploit the inherent ability of the human immune system to recognize small particles such as viruses and toxins. In combination with minimal protective epitope design, this permits the creation of immunogenic particles that stimulate a response against the targeted pathogen. The finely tuned response of the human immune system to small particles makes it unsurprising that many of the lead adjuvants and vaccine delivery systems currently under investigation are based on nanoparticles. Provides a comprehensive and unparalleled overview of the role of micro- and nanotechnology in vaccine development Allows researchers to quickly familiarize themselves with the broad spectrum of vaccines and how micro- and nanotechnologies are applied to their development Includes a combination of overview chapters setting out general principles, and focused content dealing with specific vaccines, making it useful to readers from a variety of disciplines
Book Synopsis The Adaptation and Response of Aquatic Animals in the Context of Global Climate Change by : Hongsheng Yang
Download or read book The Adaptation and Response of Aquatic Animals in the Context of Global Climate Change written by Hongsheng Yang and published by Frontiers Media SA. This book was released on 2023-07-24 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Anthropogenic climate change has driven widespread changes in marine environments, including ocean warming, ocean acidification, and the formation of hypoxic zones. Such environmental changes would pose direct challenges to the survival and adaptation of aquatic organisms, greatly affecting the biodiversity of marine life and marine ecosystems. Changes in the marine environment are likely to have strong effects at the physiological, behavioral, and molecular levels, with implications at the individual, population, and species levels, resulting in the degradation of genetic resources through massive mortality. For example, the ingestion, digestion, respiration, and growth of aquatic animals were greatly depressed under extreme environments. In the long run, maintaining a sustainable ocean would require a better understanding of the adaptation of marine animals in response to the effects of multiple environmental stressors. The Research Topic is aimed to discuss the potential impacts of individual and compounded extreme environments on aquatic animals, as well as the regulatory mechanisms and adaptation strategies of marine species to cope with these impacts.
Book Synopsis Histology for Pathologists by : Stacey E. Mills
Download or read book Histology for Pathologists written by Stacey E. Mills and published by Lippincott Williams & Wilkins. This book was released on 2012-07-16 with total page 3002 pages. Available in PDF, EPUB and Kindle. Book excerpt: A strong grounding in basic histology is essential for all pathologists. However, there had always been a gap between histology and pathology in which histologic information specifically for the pathologist was often lacking. Histology for Pathologists deals with the microscopic features of normal human tissues, from the perspective of the surgical pathologist. This is the only text that uses human (vs. animal) tissues for the histology. It is the best reference in the literature for information on normal histology, and, as such, is essential for all clinical pathologists. Written by pathologists for pathologists, the new edition updates the pathologist's understanding of normal histology up to date with the incremental advances made in the last five years. The 3rd edition has become a "classic" purchased by virtually all residents beginning their pathology training, as well as pathologists in practice. The 4th edition builds on that substantial foundation. The table of contents remains essentially the same with the exception of some changes in authorship.
Book Synopsis Biomedical Nanosensors by : Joseph M. Irudayaraj
Download or read book Biomedical Nanosensors written by Joseph M. Irudayaraj and published by CRC Press. This book was released on 2012-11-21 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book draws together recent data on both cytoplasmic and flagellar dyneins and the proteins they interact with, to give the reader a clear picture of what is currently known about the structure and mechanics of these remarkable macro-molecular machines. Each chapter is written by active researchers, with a focus on currently used biophysical, biochemical, and cell biological methods. In addition to comprehensive coverage of structural information gained by electron microscopy, electron cryo-tomography, X-ray crystallography, and nuclear magnetic resonance, this book provides detailed descriptions of mechanistic experiments by single-molecule nanometry.
Book Synopsis Contemporary Challenges in Autoimmunity, Volume 1173 by : Yehuda Shoenfeld
Download or read book Contemporary Challenges in Autoimmunity, Volume 1173 written by Yehuda Shoenfeld and published by John Wiley & Sons. This book was released on 2009-10-05 with total page 901 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume features key presentations from the 6th International Congress of Autoimmunity. The International Congress of Autoimmunity has become established as one of the major meetings in the field of immunology, with presentations covering every aspect of basic research in the hopes of clarifying pathogenesis of autoimmune disease as well as providing information on the latest innovations in biological and other modes of treatment. The goal of this volume is to present cutting edge research that focuses in particular on newer diagnostic tools and newer therapies for human autoimmune disease. NOTE: Annals volumes are available for sale as individual books or as a journal. For information on institutional journal subscriptions, please visit www.blackwellpublishing.com/nyas. ACADEMY MEMBERS: Please contact the New York Academy of Sciences directly to place your order (www.nyas.org). Members of the New York Academy of Science receive full-text access to the Annals online and discounts on print volumes. Please visit http://www.nyas.org/MemberCenter/Join.aspx for more information about becoming a member.
Book Synopsis Advances in Immunomodulation Research and Application: 2011 Edition by :
Download or read book Advances in Immunomodulation Research and Application: 2011 Edition written by and published by ScholarlyEditions. This book was released on 2012-01-09 with total page 69 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Immunomodulation Research and Application: 2011 Edition is a ScholarlyBrief™ that delivers timely, authoritative, comprehensive, and specialized information about Immunomodulation in a concise format. The editors have built Advances in Immunomodulation Research and Application: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Immunomodulation in this eBook to be deeper than what you can access anywhere else, as well as consistently reliable, authoritative, informed, and relevant. The content of Advances in Immunomodulation Research and Application: 2011 Edition has been produced by the world’s leading scientists, engineers, analysts, research institutions, and companies. All of the content is from peer-reviewed sources, and all of it is written, assembled, and edited by the editors at ScholarlyEditions™ and available exclusively from us. You now have a source you can cite with authority, confidence, and credibility. More information is available at http://www.ScholarlyEditions.com/.
Book Synopsis Pavement Surface Characteristics and Materials by : C. M. Hayden
Download or read book Pavement Surface Characteristics and Materials written by C. M. Hayden and published by ASTM International. This book was released on 1982 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt:
