Design Of a Reinforcement Learning-Driven Scheduler For Efficient And Frugal Container Orchestr[...]
il y a 2 jours
Design of a Reinforcement Learning–Driven Scheduler for Efficient and Frugal Container Orchestration H/F Category Engineering science Contract Internship Job location Saclay Subject Context: Modern distributed systems (such as cloud and edge computing platforms) rely on orchestration frameworks like Kubernetes or Docker Swarm to manage the deployment and execution of applications. A key challenge in these environments is how to schedule containers efficiently, deciding which node should run each task, while balancing performance, energy efficiency, and resource usage. 6 months 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 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’s decisions.Evaluate your approach through experiments and benchmark comparisons. Profile sought We are looking for a motivated student in the final year of a Master’s or Engineering program in Computer Science, Artificial Intelligence, or a related field, with Interest in machine learning and distributed systems, Curiosity, creativity, and strong problem-solving abilities. #J-18808-Ljbffr
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Palaiseau, Île-de-France CEA Temps pleinGeneral information Organisation The French Alternative Energies and Atomic Energy Commission (CEA) is a key player in research, development and innovation in four main areas :• defence and security,• nuclear energy (fission and fusion),• technological research for industry,• fundamental research in the physical sciences and life sciences.Drawing...
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Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Composants et équipements électroniques **Contrat**: - Stage **Intitulé de l'offre**: - Exploring the Generalizability of ML-driven Model Generation for HW Design H/F **Sujet de stage**: The Environmental Design and Architecture Laboratory (LECA), within the Digital Systems and Integrated Circuits Department...
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Efficient and Robust Benchmarking for Ai with Benchopt
il y a 1 semaine
Palaiseau, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat**: CDD **Contrat renouvelable**: Oui **Niveau de diplôme exigé**: Thèse ou équivalent **Fonction**: Ingénieur scientifique contractuel **A propos du centre ou de la direction fonctionnelle**: The Inria Saclay-Île-de-France Research Centre was established in 2008. It has...
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Palaiseau, France Institut Mines-Télécom Temps plein**Who are we?** Télécom Paris, a school of the IMT (Institut Mines-Télécom) and a founding member of the Institut Polytechnique de Paris, is one of France's top 5 general engineering schools. The raison d'être of Télécom Paris is to train, imagine and undertake to design digital models, technologies and solutions for a society and economy that...
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Assistant Professor in Generative Models for
il y a 4 jours
Palaiseau, France Institut Mines-Télécom Temps plein**Who are we?** Télécom Paris, a school of the IMT (Institut Mines-Télécom) and a founding member of the Institut Polytechnique de Paris, is one of the top 5 French general engineering schools. The guiding mission of Télécom Paris is to train, imagine and undertake to design digital models, technologies and solutions for a society and economy that...
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Distributed Learning for 5g-iot
il y a 1 semaine
Palaiseau, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:Ingénieur scientifique contractuelA propos du centre ou de la direction fonctionnelle The Inria Saclay-Île-de-France Research Centre was established in 2008. It has developed as part of the Saclay site in partnership with...
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Software Research Engineer in Neuromorphic Computing
il y a 4 jours
Palaiseau, France Spin Ion Technologies Temps pleinSpin-Ion Technologies is a cutting-edge start-up company at the forefront of spintronic technologies, which has developed an innovative manufacturing solution to create the next generation of intelligent and energy-efficient AI chips for neuromorphic computing. **Position Overview** **Responsabilities** - Algorithm Development: design, implement, and...
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Palaiseau, France Inria Temps plein**Type de contrat**: CDD **Niveau de diplôme exigé**: Bac + 5 ou équivalent **Fonction**: Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria Saclay-Île-de-France Research Centre was established in 2008. It has developed as part of the Saclay site in partnership with **Paris-Saclay University** and with the **Institut...
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Palaiseau, France École nationale supérieure de techniques avancées Temps pleinTopic description Alors que les avancées des modeles vision langage impactent la robotique car ils sont exploités pour la planification des taches compositionnelles, ils butent contre le manque d'incarnation des actions physiques des LLMs et de leur mauvais capacité pour la planification long-terme afin d'accomplir des taches compositionnelles. Une autre...
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Palaiseau, France CEA Temps pleinRuntime Root-Cause Analysis for Intelligent Robots via Causal AI Techniques H/F CategoryMathematics, information, scientific, software ContractInternship Job titleRuntime Root-Cause Analysis for Intelligent Robots via Causal AI Techniques H/F Subject Root-Cause Analysis (RCA) identifies the fundamental cause of failures, not just symptoms. Crucial for robots...
