stdClass Object ( [id] => 14086 [paper_index] => 202410-02-018562 [title] => ADVANCED COMPUTING: BEST PRACTICES FOR AUTOMATING IMAGE DEPLOYMENT USING DOCKER, CLOUD, AND HPC FOR AI/ML APPLICATIONS [description] => [author] => Kamalakannan Balasubramanian [googlescholar] => [doi] => https://doi.org/10.36713/epra18562 [year] => 2024 [month] => October [volume] => 9 [issue] => 10 [file] => fm/jpanel/upload/2024/October/202410-02-018562.pdf [abstract] => Docker has revolutionized how applications are packaged, making it easy to bundle an application with all its dependencies into a standardized unit. When paired with cloud platforms (AWS, GCP, Azure) and High-Performance Computing (HPC) servers, Docker enables rapid deployment and scaling of complex applications, including those utilizing AI/ML (Artificial Intelligence/Machine Learning) algorithms. This document outlines best practices for automating the deployment of AI/ML applications using Docker, cloud infrastructure, and HPC servers. The focus is on streamlining the development, testing, and production pipeline, particularly in environments where resource-intensive models or datasets are processed. [keywords] => [doj] => 2024-10-03 [hit] => [status] => [award_status] => P [orderr] => 2 [journal_id] => 2 [googlesearch_link] => [edit_on] => 2024-10-04 15:17:24 [is_status] => 1 [journalname] => EPRA International Journal of Research & Development (IJRD) [short_code] => IJSR [eissn] => 2455-7838 (Online) [pissn] => - - [home_page_wrapper] => images/products_image/2-n.png ) Error fetching PDF file.