Chercheur en Apprentissage Automatique/ Machine Learning Researcher

  • 7101 Av du Parc, Montréal, QC H3N 1X9, Canada
  • Contract

Company Description

About Huawei
Huawei is a leading global provider of information and communications technology (ICT) infrastructure and smart devices. With integrated solutions across four key domains – telecom networks, IT, smart devices, and cloud services – we are committed to bringing digital to every person, home and organization for a fully connected, intelligent world.

At Huawei, innovation focuses on customer needs. We invest heavily in basic research, concentrating on technological breakthroughs that drive the world forward. We have more than 180,000 employees, and we operate in more than 170 countries and regions. Founded in 1987, Huawei is a private company fully owned by its employees.

About Huawei Canada
Huawei Canada helps connect Canadians to world-leading high-speed wireless Internet – and supplies them with cutting-edge smart devices. In partnership with Canadian telecommunications providers, we work to bring the benefits of a reliable and secure digital experience to every person, home and organization, including those in rural and remote areas of the country. Huawei first came to Canada in 2008. Today, the company employs more than 1,100 Canadians in research and development, IT, sales and other fields. Huawei Canada is an active supporter of many charitable and community initiatives from coast to coast.
 

Job Description

  • Mener des recherches dans le domaine de l'apprentissage fédéré et de l'optimisation distribuée
  • Concevoir et implémenter de nouveaux algorithmes, méthodes d'optimisation et architectures pour les systèmes d'apprentissage fédérés
  • Collaborer avec d'autres chercheurs pour identifier des opportunités pour développer de nouveaux systèmes d'apprentissage fédérés avec des applications aux produits Huawei
  • Rapporter et présenter les résultats de la recherche et les développements sous forme d'articles scientifiques, de présentations de conférence, de rapports techniques et de demandes de brevet
  • Conduct research in the area of federated learning and distributed optimization
  • Design and implement new algorithms, optimization methods, and system architectures for federated learning systems
  • Collaborate with other researchers to identify high-impact opportunities to develop new federated learning systems with applications to Huawei products
  • Report and present research findings and developments as scientific papers, conference presentations, technical reports, and patent applications

Qualifications

  • Maitrise ou doctorat en informatique, statistique, mathématiques appliquées ou dans un domaine technique connexe
  • Historique de publication dans des conférences d'apprentissage automatique (par exemple NeurlPS, ICML, AISTATS, ICLR, JMLR et etc.)
  • Solide competences en mathématiques et d'optimisation
  • Excellente maîtrise de Python
  • Expérience pratique avec les cadres d'apprentissage automatique (par exemple, TensorFlow ou PyTorch,)
  • M.Sc. or PhD degree in Computer Science, Statistics, Applied Mathematics or a related technical field
  • Publication track record in machine learning conferences and journals (e.g. NeurlPS, ICML, AISTATS, ICLR, JMLR and etc.)
  • Solid math and optimization background
  • Strong proficiency with Python
  • Hands-on experience with machine learning frameworks (e.g., TensorFlow or PyTorch,)