Horizontal and Vertical Scalability of Machine Learning Methods

• Дата: 2019
• Автор: Biletskyy, B.O.
• Формат: Стаття
• Мова: Ukrainian
• Опубліковано: Інститут програмних систем НАН України 2019
• Теми: machine learning; pattern recognition; horizontal scalability; vertical scalability; relational databases; ACID; NoSQL; CAP-theorem; UDC 004.62
• Онлайн доступ: https://pp.isofts.kiev.ua/index.php/ojs1/article/view/361
• Назва журналу: Problems in programming

The main stages of Machine Learning Pipelines are considered in the paper, such as: train data collection and storage, training and scoring. The effect of the Big Data phenomenon on each of the stages is discussed. Different approaches to efficient organization of computation are on each of the stag...