AutonoML: Towards an Integrated Framework for Autonomous Machine LearningКНИГИ » ПРОГРАММИНГ
Название: AutonoML: Towards an Integrated Framework for Autonomous Machine Learning Автор: David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys Издательство: Now Foundations and Trends Год выхода: 2024 Страниц: 186 Формат: PDF Размер: 10,4 MB Язык: английский
Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence. Beyond this, an even loftier goal is the pursuit of autonomy, which describes the capability of the system to independently adjust an ML solution over a lifetime of changing contexts. This monograph provides an expansive perspective on what constitutes an automated/autonomous ML system. In doing so, the authors survey developments in hyperparameter optimisation, multicomponent models, neural architecture search, automated feature engineering, meta-learning, multi-level ensembling, dynamic adaptation, multi-objective evaluation, resource constraints, flexible user involvement, and the principles of generalisation. Furthermore, they develop a conceptual framework throughout to illustrate one possible way of fusing high-level mechanisms into an autonomous ML system. This monograph lays the groundwork for students and researchers to understand the factors limiting architectural integration, without which the field of automated ML risks stifling both its technical advantages and general uptake.
Automated Machine Learning in Action Название: Automated Machine Learning in Action Автор: Qingquan Song, Haifeng Jin and Xia Hu Издательство: Manning Publications Год: 2022 Формат: True...
Designing Autonomous AI Название: Designing Autonomous AI Автор: Kence Anderson Издательство: O’Reilly Media Год: 2022 Формат: True PDF Страниц: 248 Размер: 10 Mb Язык:...
Designing Autonomous AI (Third Early Release) Название: Designing Autonomous AI: A Guide for Machine Teaching (Third Early Release) Автор: Kence Anderson Издательство: O’Reilly Media, Inc. Год:...
Навигация
Вход на сайт
Реклама
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning 
Название: AutonoML: Towards an Integrated Framework for Autonomous Machine Learning
