{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/sol-a-library-for-scalable-online-learning","title":"SOL: A Library for Scalable Online Learning Algorithms","arxiv_id":"1610.09083","date":"2016-10-28","proceeding":null,"authors":["Yue Wu","Steven C. H. Hoi","Chenghao Liu","Jing Lu","Doyen Sahoo","Nenghai Yu"],"abstract":"SOL is an open-source library for scalable online learning algorithms, and is\nparticularly suitable for learning with high-dimensional data. The library\nprovides a family of regular and sparse online learning algorithms for\nlarge-scale binary and multi-class classification tasks with high efficiency,\nscalability, portability, and extensibility. SOL was implemented in C++, and\nprovided with a collection of easy-to-use command-line tools, python wrappers\nand library calls for users and developers, as well as comprehensive documents\nfor both beginners and advanced users. SOL is not only a practical machine\nlearning toolbox, but also a comprehensive experimental platform for online\nlearning research. Experiments demonstrate that SOL is highly efficient and\nscalable for large-scale machine learning with high-dimensional data.","url_abs":"http://arxiv.org/abs/1610.09083v1","url_pdf":"http://arxiv.org/pdf/1610.09083v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"sol-a-library-for-scalable-online-learning","repo_url":"https://github.com/LIBOL/SOL","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"multi-class-classification","task_name":"Multi-class Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}