{"id":12254,"date":"2025-12-03T09:00:25","date_gmt":"2025-12-03T08:00:25","guid":{"rendered":"https:\/\/talentimpulse.cea.fr\/offre-emploi\/design-of-a-reinforcement-learning-driven-scheduler-for-efficient-and-frugal-container-orchestration-h-f\/"},"modified":"2026-03-02T09:00:12","modified_gmt":"2026-03-02T08:00:12","slug":"design-of-a-reinforcement-learning-driven-scheduler-for-efficient-and-frugal-container-orchestration-h-f","status":"publish","type":"offre-emploi","link":"https:\/\/talentimpulse.cea.fr\/en\/offre-emploi\/design-of-a-reinforcement-learning-driven-scheduler-for-efficient-and-frugal-container-orchestration-h-f\/","title":{"rendered":"Design of a Reinforcement Learning\u2013Driven Scheduler for Efficient and Frugal Container Orchestration H\/F"},"content":{"rendered":"<p>Objective: The goal of this internship is to design and evaluate a new intelligent scheduling strategy using reinforcement learning (RL). The idea is to enable the system to learn how to make smarter scheduling decisions over time, optimizing container placement and sizing, dynamic resource allocation, response time and energy consumption and even inter-container dependencies such as shared data or communication patterns. Your missions: During this internship, you will: Explore and understand the orchestration framework developed within the team. Conduct a state-of-the-art study on RL-based scheduling in cloud and distributed environments. Design, implement, and train a new RL-based scheduler. Develop a feature extraction module to characterize container behavior and guide the RL agent\u2019s decisions. Evaluate your approach through experiments and benchmark comparisons<\/p>","protected":false},"featured_media":0,"template":"","categories":[166],"tags":[],"class_list":["post-12254","offre-emploi","type-offre-emploi","status-publish","hentry","category-intelligence-artificielle-et-data-intelligence"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/offre-emploi\/12254","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/offre-emploi"}],"about":[{"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/types\/offre-emploi"}],"wp:attachment":[{"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/media?parent=12254"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/categories?post=12254"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/talentimpulse.cea.fr\/en\/wp-json\/wp\/v2\/tags?post=12254"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}