Role Summary
The Center of Excellence within the ADMT LLC focuses on applied research and pre-development with the goal to evaluate and / or develop and transfer innovative technology from industries and research institutions into the autonomous driving domain for technology / supplier decisions and to build the strategic base for a further development of a VW Group owned vertical integrated AD-stack.
This specific role has the main focus areas :
- To know and understand the future of AI and to derive requirements on sensor technologies and compute architectures / technologies
- To develop reference processes, methods and tools need to enable, scale and industrialize MaaS / TaaS applications
- To implement those and define KPI to evaluate and benchmark these enablers for autonomous driving
- To conduct benchmarks and assessments
- To collaborate with internal and external partners
Role Responsibilities :
Software Development and Testing
- Maintains, as well as furthers, and enhances existing machine learning modules for autonomous vehicles, not necessarily the software stack for driving but methods around industrialization of MaaS / TaaS and with that to increase availability of service.
- Designs and implements new machine learning based approaches based on existing frameworks
- Keeps up to speed with the state of the art of academic research and technology in the industry
- Tests developed modules in the prototype vehicle (unit tests, integration tests, in-vehicle / field tests, etc.)
- Analyzes and evaluates conducted tests
- Presents project / progress reports and presentations to top management, mentors, partners, and project affiliates
- Transfers technologies and solutions to ADMT GmbH, CARIAD
- Manages and coordinates the tech scouting process
Network Development
- Expands research network between ADMT LLC and local entities
- Initiates and implements partnerships with external partners (companies, research institutions, universities) within Silicon Valley and US
- Transfers project outcomes to internal Volkswagen Group partners (ADMT GmbH, CARIAD)
- Communicates regularly and influences partners in Germany
Strategic Management
Secures intellectual property
Qualifications
Years of Relevant Experience :
7+ years post-grad professional work experience
Required Education :
- Master’s degree in computer science or equivalent
- PhD strongly preferred
Skills :
- Strong technical background of different machine learning algorithms
- Strong project management and business development skills
- Communication & documentation skills
- Problem solving skills
- Analytical skills
- Conceptual thinking skills
- Integration - joining people, processes or systems
- Excellent verbal and writing skills
- Detailed knowledge of autonomous driving and software technologies
- Strong attention to detail
Required Specialized Skills
- Must have experience with algorithm development for Autonomous Driving tasks including Perception, Sensor Fusion, Motion Prediction, Path Planning, End-to-End Driving, Simulation, V2X Software and Artificial Intelligence (AI) technologies & technical skills
- Background in Deep Neural Network Learning, Computer Vision and Machine Learning
- Strong programming skills with Python and TensorFlow / Pytorch PyTorch on on-premises compute and public clouds (e.g. AWS), Knowledge of generating features from sensor technology like camera, lidar, radar, GPS / D-GPS and HD maps
- Experience with data gathering, data quality, system architecture, coding best practices
- Take initiative to launch projects with the ability to quickly learn and develop own ideas in an interdisciplinary environment
- Extracting high level logical structure from low level, multi-dimensional data
- Experience with different types of Neural Networks such as Transformers, CNNs, RNNLLMs, LSTMs, GNNs,
- Experience with different ML paradigms such as supervised / unsupervised learning, reinforcement learning, self-supervised learning, and imitation learning paradigms and the latest research trends
- Specification / Documentation of interfaces between software modules.
- Programming languages / tools as Python, C++, Python, LaTex, Bash, Cmake, Git, Linux, familiar with data structures and algorithms, machine learning and math
- Knowledge in using open-source libraries : OpenCV, OpenGL, TensorRT, Open3D, CUDA, Open3D, PCL
- Project Management & leadership
- Experience running one or more projects simultaneously.
- Project managing tasks - manage timelines, budgets, resource planning, risk etc.
- Effective at communicating with teams across cultures and in different times zones
Desired Specialized Skills
- Experience with current state-of-the-art technologies such as Vision-Language Models, Neural Radiance Fields, Embodied AI, Deep Sensor Fusion, Generative AI
- Experience with AI / ML compute optimization techniques such as quantization, knowledge distillation, compilation, sparse computing
- Experience in programming concepts : Data filters / pipelines, multi-threading, programming for various types of SoC, real-time systems
- Experience in a regulated industries such as automotive, aerospace, medical devices etc.
- Experience in one or more of the following technical areas :
- Compute architectures and technologies
- Sensor technologies
- Robotics
- Broad knowledge of full vehicle interrelationship automotive systems and interfaces between them
- High level of engagement and self-initiative
Work Flexibility :
- Up to 10% international and domestic travel to meet with internal / external partners.
- Travel for internal and external shows for communication of project progress, results, and transfer.
- Regular conference attendance for autonomous driving and especially software technologies.
In Belmont, California, the base salary range for this role is $155400-$20000, depending on education and experience.