Principal Machine Learning Engineer

2 weeks ago

Singapore MOTIONAL SINGAPORE PTE. LIMITED Full time
Roles & Responsibilities

On our Behaviors team, you have the opportunity to work with world-class ML engineers and research scientists whose mission is to make self-driving vehicles a reality and to create positive social impact. The Behaviors team develops ML models that learn how different agents navigate complex real-world traffic scenarios. We leverage these models to set the behavior of our self-driving vehicle, and predict the behavior of other agents such as vehicles and vulnerable road users. We are looking for engineers who are passionate about autonomous driving, excited by intellectual challenges, and interested in pursuing career growth with a fast-growing company.

What You'll Be Doing:

You drive project-level impact to make our autonomous vehicles operate at superhuman capabilities for comfortable, safe driving. Daily, you will:

  • Define and influence the direction of the team, organization, and/or department.
  • Advise leaders on technology problems and solutions
  • Connect and drive business impact through technology solutions
  • Formulate problems, architect solutions, and design processes
  • Prototype, evaluate, implement, and iterate on solutions
  • Pioneer research into state of the art solutions and systems for autonomous vehicles
  • Productionize and deploy solutions onto autonomous vehicle fleets
  • Mentor and grow junior and experienced engineers and researchers
  • Help create and reinforce a culture of inclusion, innovation, and excellence

What We're Looking For:

  • BA, Masters or PhD in Machine Learning, Computer Science, Applied Mathematics, Statistics, Physics or a related field; or equivalent industry experience
  • In-depth understanding of common Machine Learning and Deep Learning algorithms
  • Experience designing, training, and analyzing neural networks for at least one of the following applications: object detection, semantic/instance segmentation, visual classification, motion/gesture recognition, sensor fusion, multitask learning, motion prediction, and/or multi-object tracking
  • Advanced knowledge of software engineering principles including software design, source control management, build processes, code reviews, testing methods
  • Fluency in Python, including standard scientific computing libraries and Python bindings development experience
  • Experience with PyTorch or other deep learning frameworks
  • Experience working with large data sets and deriving insights from data
  • Effectiveness at leading and executing large, complex technical initiatives
  • Strong track record of tackling ambiguous problems, creating clarity from it, and driving it to successful outcomes

Bonus Points:

  • Proven track record of publications in relevant conferences (CVPR, ICML, NeurIPS, ICCV, ICLR, etc.)
  • PhD in machine learning, computer vision, or robotics vision
  • Experience working on autonomous vehicles, or related fields
  • Experience in deploying models into real-world environments
  • Strong programming skills in C++ and/or CUDA programming
Tell employers what skills you have
Machine Learning
Segmentation
Physics
Software Engineering
Computer Vision
PyTorch
CUDA
Python
Software Design
Statistics
Prediction
Robotics
Autonomous Vehicles
Scientific Computing
Applied Mathematics
C++

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