Personalized Machine Learning

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Personalized Machine Learning

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Author : Julian McAuley
language : en
Publisher: Cambridge University Press
Release Date : 2022-02-03

Personalized Machine Learning written by Julian McAuley and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-03 with Business & Economics categories.

Explains methods behind machine learning systems to personalize predictions to individual users, from recommendation to dating and fashion.

One To One Personalization In The Age Of Machine Learning

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Author : Karl Wirth
language : en
Publisher: Bookbaby
Release Date : 2020-01-07

One To One Personalization In The Age Of Machine Learning written by Karl Wirth and has been published by Bookbaby this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-07 with Business & Economics categories.

For over 25 years, marketers have longed to connect with their customers and prospects as individuals. As the volume of customer communications across touch points grows exponentially and consumers' attention spans shrink by the day, delivering maximally relevant, individualized experiences has become an imperative. And while the one-to-one dream had been unattainable for years, machine learning and real-time processing have made it possible today. In this book--now in its second edition--discover what one-to-one personalization is all about, how it's evolved and what the future entails. Learn how it's driven by machine learning, delivered across channels and powered by in-depth customer data brought together in a customer data platform (CDP). Get inspired by the potential for your business and gain insights on how to develop your own personalization strategy and program. Discover how to turn the one-to-one dream into a reality.

Personalized Machine Learning For Facial Expression Analysis

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Author : Michael Anthony Feffer
language : en
Publisher:
Release Date : 2018

Personalized Machine Learning For Facial Expression Analysis written by Michael Anthony Feffer and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.

For this MEng Thesis Project, I investigated the personalization of deep convolutional networks for facial expression analysis. While prior work focused on population-based (“one-size-fits-all”) models for prediction of affective states (valence/arousal), I constructed personalized versions of these models to improve upon state-of-the-art general models through solving a domain adaptation problem. This was done by starting with pre-trained deep models for face analysis and fine-tuning the last layers to specific subjects or subpopulations. For prediction, a “mixture of experts” (MoE) solution was employed to select the proper outputs based on the given input. The research questions answered in this project are: (1) What are the effects of model personalization on the estimation of valence and arousal from faces? (2) What is the amount of (un)supervised data needed to reach a target performance? Models produced in this research provide the foundation of a novel tool for personalized real-time estimation of target metrics.

Personalization Techniques And Recommender Systems

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Author : Gulden Uchyigit
language : en
Publisher: World Scientific
Release Date : 2008

Personalization Techniques And Recommender Systems written by Gulden Uchyigit and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Science categories.

The phenomenal growth of the Internet has resulted in huge amounts of online information, a situation that is overwhelming to the end users. To overcome this problem, personalization technologies have been extensively employed.The book is the first of its kind, representing research efforts in the diversity of personalization and recommendation techniques. These include user modeling, content, collaborative, hybrid and knowledge-based recommender systems. It presents theoretic research in the context of various applications from mobile information access, marketing and sales and web services, to library and personalized TV recommendation systems.This volume will serve as a basis to researchers who wish to learn more in the field of recommender systems, and also to those intending to deploy advanced personalization techniques in their systems.

Intelligent Techniques For Web Personalization

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Author : Bamshad Mobasher
language : en
Publisher: Springer Science & Business Media
Release Date : 2005-11-04

Intelligent Techniques For Web Personalization written by Bamshad Mobasher and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-11-04 with Computers categories.

This book constitutes the thoroughly refereed post-proceedings of the Second Workshop on Intelligent Techniques in Web Personalization, ITWP 2003, held in Acapulco, Mexico in August 2003 as part of IJCAI 2003, the 18th International Joint Conference on Artificial Intelligence. The 17 revised full papers presented were carefully selected and include extended versions of some of the papers presented at the ITWP 2003 workshop as well as a number of invited chapters by leading researchers in the field of Intelligent Techniques for Web Personalization. The papers are organized in topical sections on user modelling, recommender systems, enabling technologies, personalized information access, and systems and applications.

Advances In Science And Engineering Ii

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Author : Robin G. Qiu
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2011-10-27

Advances In Science And Engineering Ii written by Robin G. Qiu and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-10-27 with Technology & Engineering categories.

Selected, peer reviewed papers from the 2011 WASE Global Conference on Science Engineering (GCSE 2011), December 10-11, 2011, Taiyuan & Xian, China

User Modeling

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Author :
language : en
Publisher:
Release Date : 2005

User Modeling written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Human-computer interaction categories.

Serious Games In Personalized Learning

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Author : Scott M. Martin
language : en
Publisher: Taylor & Francis
Release Date : 2021-07-12

Serious Games In Personalized Learning written by Scott M. Martin and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-12 with Education categories.

Serious Games in Personalized Learning investigates game-based teaching and learning at a time when learning and training systems are increasingly integrating serious games, machine-learning artificial intelligence models, and adaptive technologies. Game-based education provides rare data for measuring, assessing, and evaluating not just a game’s effectiveness but the acquisition of information and knowledge that a student may gain through playing a learning game. This book synthesizes contemporary research, frameworks, and models centered on the design and delivery of serious games that truly personalize the learning experience. Scholars of educational technology, instructional design, human performance, and more will find a comprehensive guide to the history, practical implications, and data-collection potential inherent to these fast-evolving tools.

Library Personalization

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Author : V. K. J. Jeevan
language : en
Publisher: Ess Ess Publication
Release Date : 2007

Library Personalization written by V. K. J. Jeevan and has been published by Ess Ess Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Language Arts & Disciplines categories.

This book examines library personalization, which provides libraries with a viable mechanism to manipulate the information base using available technologies so that the library appears as a set of separate smaller libraries holding more effective content to individual users.

Teacher S Quick Wins With Ai Feedback

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Author : Lydia Thornfield
language : en
Publisher: Clube de Autores
Release Date : 2025-10-17

Teacher S Quick Wins With Ai Feedback written by Lydia Thornfield and has been published by Clube de Autores this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-10-17 with Psychology categories.

Grading doesn’t have to consume your evenings. Teacher’s Quick Wins With AI Feedback shows educators how to cut grading time in half while improving the quality, fairness, and consistency of their feedback. This hands-on guide introduces AI-driven tools and rubric systems that make evaluation faster and more meaningful. Learn how to design clear, flexible rubrics that integrate seamlessly with AI assistants to assess writing, projects, and presentations—without compromising integrity or personalization. You’ll discover how to automate routine comments, identify learning patterns, and guide students with constructive, human-centered feedback. With examples drawn from real classrooms and practical templates ready to adapt, this book helps teachers reclaim time for creativity and connection. It also explores essential ethical considerations, showing how to balance AI efficiency with transparency, student trust, and academic standards. Perfect for teachers, professors, and trainers ready to embrace the future of assessment, Teacher’s Quick Wins With AI Feedback turns technology into a powerful teaching ally. Less burnout, better outcomes—that’s the promise of smart grading.