Senior Java developer

2 weeks ago

Mississauga, Ontario, Canada SHOEBOX Full time

24WD79046, Développeur Machine Learning

Aperçu du poste

Autodesk crée des logiciels pour les gens qui font des choses. Si vous avez déjà conduit une voiture de haute performance, admiré un gratte-ciel, utilisé un smartphone ou regardé de grands films de science-fiction, il y a de fortes chances que vous ayez vécu ce que des millions de clients d'Autodesk font avec nos logiciels. L'équipe Media and Entertainment d'Autodesk recrute un ingénieur Machine Learning pour travailler sur des projets qui aident nos clients à imaginer, concevoir et créer un monde meilleur. Sous la responsabilité de notre Senior Software Development Manager, vous appliquerez des méthodologies et des outils d'apprentissage automatique à un large éventail de données et de cas d'utilisation et contribuerez à façonner l'avenir de la technologie des médias et du divertissement.

Responsabilités

  1. Soutenir nos équipes de recherche dans la construction de pipelines expérimentaux et de prototypes
  2. Traiter et préparer les données à grande échelle
  3. Analyser les erreurs de modèle et concevoir des stratégies d'atténuation
  4. Mettre en œuvre et améliorer les nouveaux modèles de ML et les techniques d'IA
  5. Travailler avec nos équipes de développement pour mettre en œuvre des solutions d'IA dans une variété de produits logiciels

Qualifications minimales

  1. Plus de 3 ans d'expérience dans l'application d'algorithmes et de bibliothèques d'apprentissage automatique à des problèmes commerciaux
  2. Compréhension des algorithmes fondamentaux de l'apprentissage automatique
  3. Compétences en modélisation de données, architecture de données et architectures de réseau, automatisation des processus, traitement par lots, vérification des artefacts, gestion de la résilience
  4. Compétences en codage en Python et / ou C++
  5. Expérience avec TensorFlow, PyTorch (ou d'autres frameworks d'apprentissage profond standard)
  6. BSc. dans une discipline IA / ML connexe, telle que l'informatique, les mathématiques, les statistiques, la physique (ou similaire)

Qualifications préférées

  1. Expérience de la production de VFX ou de jeux
  2. Expérience des méthodes statistiques pour l'apprentissage automatique
  3. Techniques d'apprentissage profond (architectures de réseau, techniques de régularisation, techniques d'apprentissage, fonctions de perte, stratégies d'optimisation)
  4. Diplôme universitaire supérieur dans un domaine connexe de l'IA / ML (PhD ou MSc.)
  5. Expérience de travail avec des concepts et des idées nouvellement formés
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