ML OPS Senior _ Groupe Technologique Création de contenu

3 Months ago • 5-8 Years • Artificial Intelligence

Job Summary

Job Description

The Content Creation Technology Group (CCTG) seeks a senior ML Ops engineer to develop and optimize machine learning solutions enhancing player experience, particularly in a project involving AI-powered robots simulating real players. Responsibilities include designing ML systems, optimizing existing solutions for performance and scalability, adapting models for user needs, creating tools to integrate ML models into pipelines, improving ML libraries, collaborating with game production, data science, and research teams. Additional duties involve staying current on tech advancements, documenting and presenting complex AI concepts, and creating proofs of concept.
Must have:
  • 5+ years software engineering experience
  • 2+ years machine learning experience
  • Production ML pipeline knowledge
  • Python, PyTorch/TensorFlow expertise
  • MLOps platforms (Databricks/ClearML)
  • Docker/Kubernetes knowledge
  • ML/deep learning fundamentals
Good to have:
  • Cloud platform knowledge
  • Database knowledge

Job Details

Description du poste

Le Content Creation Technology Group (CCTG) est à la recherche d'un ML Ops senior qui travaillera au sein d'une équipe qui développe des solutions d’apprentissage automatique pour améliorer l'expérience joueur, entre autres avec un projet sur des robots visant à simuler de vrais joueurs concurrents. Le rôle du ML Ops senior sera de définir les meilleures pratiques et les principes de conception pour aider l'équipe à livrer notre ambitieuse feuille de route de fonctionnalités.

Principales responsabilités :

  • Concevoir et développer des systèmes d'apprentissage automatique et des schémas basés sur les requis et les objectifs de l'entreprise.
  • Optimiser les solutions existantes pour améliorer les performances, l'évolutivité et l'efficacité.
  • Adapter et améliorer l'utilisation des modèles, faciliter l'utilisation des outils et les adapter aux besoins des utilisateurs.
  • Créer des outils pour soutenir et intégrer les modèles d'apprentissage automatique dans un pipeline multi-processus.
  • Améliorer les librairies et frameworks d'apprentissage automatique existants.
  • Collaborer avec les équipes de production du jeu, l'équipe de science des données, l'équipe de recherche et d'autres parties prenantes.

Autres responsabilités :

  • Mener des recherches pour rester au courant des dernières avancées technologiques.
  • Documentation, présentations et partage des connaissances pour communiquer des concepts d'IA complexes aux collaborateurs techniques et non techniques.
  • Création de preuves de concepts pour satisfaire les exigences sur les orientations du produit.

Qualifications

Formation :

  • Baccalauréat en informatique ou en génie informatique ou équivalent. Une spécialisation en apprentissage automatique est un atout.

Expérience pertinente :

  • Un minimum de 5 ans d'expérience en génie logiciel.
  • Un minimum de 2 ans d'expérience en apprentissage automatique.

Compétences :

  • Une bonne connaissance d'un pipeline d'apprentissage automatique de production ; de la formation et du déploiement de ML au suivi de la performance des modèles et au behavioral-drift.
  • Maîtrise de Python et expérience des librairies et frameworks tels que PyTorch et/ou TensorFlow.
  • Une bonne connaissance des plateformes MLOps telles que Databricks et/ou ClearML.
  • Une bonne connaissance de la technologie des conteneurs tels que Docker et/ou Kubernetes.
  • Une bonne connaissance des fondamentaux de l'apprentissage automatique et de l'apprentissage profond.
  • Une bonne connaissance des plateformes basées sur le cloud est un atout.
  • Une bonne connaissance des produits de base de données est un atout

Informations supplémentaires

Quoi nous envoyer

  • Votre CV mettant en valeur votre formation, votre expérience, vos compétences et les jeux livrés

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Ubisoft’s 21,000 team members, working across more than 30 countries around the world, are bound by a common mission to enrich players’ lives with original and memorable gaming experiences.


Their commitment and talent have brought to life many acclaimed franchises such as Assassin’s Creed, Far Cry, Watch Dogs, Just Dance, Rainbow Six, and many more to come. 


Ubisoft is an equal opportunity employer that believes diverse backgrounds and perspectives are key to creating worlds where both players and teams can thrive and express themselves. 


If you are excited about solving game changing challenges, cutting edge technologies and pushing the boundaries of entertainment, we invite you to join our journey and help us Create the unknown.

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