Volkswagen Group

Senior AI ML Ops Engineer - Must have Autonomous Driving Experience

Volkswagen Group  •  $165k - $195k/yr  •  Belmont, CA (Onsite)  •  3 months ago
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Job Description

As ADMT, we develop and realize fully autonomous mobility and transportation services. Our mission is to make mobility-and transportation-as-a-service safe, accessible and most attractive for society. For that, we cover the entire ground from strategy and business development, software development and end-2-end integration, fleet operations to next-generation self-driving systems. Being the driver in Volkswagen Group initiative for mobility solutions, we’re an integral part of Volkswagen Group's future success.

Brief Role Description

As ADMT, we develop and realize fully autonomous mobility and transportation services. Our mission is to make mobility-and transportation-as-a-service safe, accessible, and most attractive for society. For that, we cover the entire ground from strategy and business development, software development and end-2-end integration, fleet operations to next-generation self-driving systems. Being the driver in Volkswagen Group initiative for mobility solutions, we’re an integral part of Volkswagen Group's future success.

ADMT represents the Volkswagen Group as its driver for building self-driving technology. With experienced leaders in the field and collaborative partnerships with some of the world’s largest automakers, we’re building self-driving technology that is engineered to scale globally and transform mobility for millions. Talented individuals join our team because they share our purpose to make it safe, easy, and enjoyable for everyone to get around. We aspire to impact key industries that move people and goods, from ride hailing to deliveries.

Senior Artificial Intelligence MLOps Engineer - MUST HAVE Autonomous Driving experience

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 develop reference processes, methods and tools needed to enable, scale, and industrialize MaaS/TaaS applications, including simulation, data analytics, scene understanding, as well as core SDS tasks.
  • 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 & Requirements

Software Development and Testing

  • Build scalable AI and ML based solutions to support production AD development use cases including simulation, data analytics, perception, behavior modeling, scene understanding, and fleet operations.
  • 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 solutions in simulated, prototype, and real-world vehicles (virtual testing, 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
  • Develop KPI and operations frameworks for continuous validation and MLOps.
  • Build CI/CD AI deployment pipelines to serve models to production teams
  • Manages and coordinates the tech scouting process

Network Development

  • Communicates regularly and influences partners in US and Germany to define, implement, and deliver new applied AI solutions to satisfy production needs.
  • Expands research network between ADMT LLC and local entities
  • Manage resource allocation, budget, timelines, and deliverables for work packages.
  • 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)

Strategic Management

  • Secures intellectual property

Years of Relevant Experience:

  • 7+ years post-grad professional work experience

Required Education:

  • Master’s degree in computer science or equivalent
  • PhD strongly preferred

Qualification requirements

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, Data Analytics, and Artificial Intelligence (AI) technologies & technical skills
  • Background in Deep Neural Network Learning, Computer Vision, and Machine Learning
  • Experience with the complete applied AI/ML development process for a variety of model and problem types: problem definition, architecture definition, training and validation, hyperparameter tuning, cloud deployment and operations, etc.
  • Strong hands-on experience in building and deploying models on both on-premises compute and cloud compute (e.g., AWS).
  • Experience with feature extraction and engineering from camera, lidar, radar, GPS/ D-GPS and HD maps, object-lists, large-scale fleet data, live data and offline data.
  • Excellent knowledge and practical experience with simulation frameworks such as VTD, Unity, Unreal, ASM or similar.
  • Experience with software-in-the-loop testing, and good knowledge of hardware-in-the-loop testing.
  • Experience with data analytics, data-lake modeling, data preparation and quality assessment, building training/validation data pipelines from data lakes to AI models.
  • 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, RNNs, LLMs, LSTMs, GNNs, Foundation Models.
  • 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++, LaTex, Bash, Cmake, Git, Linux, familiar with data structures and algorithms, machine learning and math
  • Experience with common applied AI and software development tools/libraries: Kubernetes, AWS Sagemaker, Docker, HuggingFace, Weights & Biases, OpenCV, OpenGL, TensorRT, CUDA, Open3D, PCL

Desired Specialized Skills

  • Experience with current state-of-the-art AI technologies such as Vision-Language Models, Neural Radiance Fields, Agentic AI, Embodied AI, Generative AI, Deep Sensor Fusion
  • Experience with algorithm development for simulation and data analytics use cases, including AI digital twins, scene understanding, outlier detection, synthetic data generation, scenario modeling, traffic modeling, neural reconstruction, AI automation, etc.
  • Good knowledge of scenario-based testing, and test design for the validation of autonomous vehicles.
  • Experience with AD specialized tooling, datatypes, and workflows: DSPACE, OpenScenario, SOTIF, OpenDRIVE, ROS
  • 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.

Competencies


Perform togetherLive integrity & complianceAct as an ownerExcite customerGrow personallyHandle complexity

Compensation Data and Work Flexibility

In the Silicon Valley, the salary range for this role will be $165,000 - $195,000, depending on education and years of relevant experience Salary is determined by geographical location and adjusted accordingly.

Other benefits for this position include:

Eligibility for annual performance bonus

Healthcare benefits

401(k), with company match

Defined contribution retirement program.

Tuition reimbursement

Company lease car program

Paid time off

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.

ADMT is an Equal Opportunity Employer. We welcome and encourage applicants from all backgrounds, and do not discriminate based on race, sex, age, disability, sexual orientation, national origin, religion, color, gender identity/expression, marital status, veteran status, or any other characteristics protected by applicable laws.

This role description is a guideline and does not create contractual rights between the Company and any of its applicants. The Company does not enter into any type of employment contract, implied or written, with its applicants regarding job security.

This Organization participates in E-Verify. We maintain a drug free workplace and perform pre-employment substance abuse testing.

Volkswagen Group

About Volkswagen Group

The Volkswagen Group with its headquarters in Wolfsburg is one of the world’s leading automobile manufacturers and the largest carmaker in Europe. The Group is made up of ten brands from seven European countries: Volkswagen, Volkswagen Nutzfahrzeuge, ŠKODA, SEAT, CUPRA, Audi, Lamborghini, Bentley, Porsche and Ducati.

Our group sells vehicles in 153 countries and operates 114 production plants worldwide. Each working day, around 675,000 employees worldwide produce cars, are involved in vehicle-related services or work in the other fields of business.

Our goal is to make mobility sustainable for us and for future generations. Our promise: With electric drive, digital networking and autonomous driving, we make the automobile clean, quiet, intelligent and safe. At the same time, our core product becomes even more emotional and offers a completely new driving experience. It is also becoming part of the solution when it comes to climate and environmental protection. In this way, the car can continue to be a cornerstone of contemporary, individual and affordable mobility in the future. #Shapingmobility

Imprint & Legal: http://vw.de/legal-notice

DAT: http://vw.de/dat

Industry
Automotive & Mobility
Company Size
10,000+ employees
Headquarters
Wolfsburg, DE
Year Founded
Unknown
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