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Senior Principal Researcher - Autonomous Driving

Company

Huawei Technologies Canada Co., Ltd.
Address Markham, Ontario, Canada
Employment type FULL_TIME
Salary
Category Telecommunications
Expires 2023-09-14
Posted at 9 months ago
Job Description
Our team has an immediate permanent opening for a Senior Principal Researcher.


Responsibilities:


  • Guide the development of solutions from prototyping to production and integration, including training on simulated environments or large-scale datasets, deploying on real-time robotic platforms, and testing and validating on self-driving vehicles.
  • Work closely with experienced researchers to participate in the design, implementation and deployment of state-of-the-art perception algorithms and processing modules.
  • Research on reinforcement learning, literature review, and publication.
  • Develop cutting-edge reinforcement learning and deep learning algorithms for behavioural planning, motion planning, and motion control.
  • Building perception software systems for autonomous driving. Such systems include 3D object detection, semantic/panoptic segmentation, classification, regression, prediction and localization, as well as 3D scene understanding, and sensor fusion and tracking, using both deep learning and classical machine learning techniques and multiple sensors such as LiDAR and camera sensors.
  • Iterative algorithm training and performance evaluation using publicly available datasets, Huawei’s own labelled datasets, and live on an autonomous vehicle.
  • Design, build and maintain large-scale production machine learning pipeline.


Job requirements


What you'll bring to the team:


  • Autonomous driving R&D experience. Leadership or management experience with a R&D team for proof of concept deliveries.
  • Experience in relevant areas, publication records at top venues like NIPS/NeurIPS, ICML, ICLR, RLDM, AAMAS, AAAI or similar.
  • At least 10 years of in-depth hands-on working experience in Python, C/C++, TensorFlow, PyTorch, MXNet, Keras, etc.
  • Strong grasp of fundamentals like linear algebra, discrete and continuous optimization, supervised and unsupervised methods, and generative and discriminative methods.
  • Proven experience of translating ideas into research prototypes quickly.