VW. Two letters. Endless opportunities. A bright future. Innovation. Sophistication. Optimization. This is our Passion. Worldwide, the Volkswagen Group has a long tradition of dramatic innovations. 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 comprises twelve brands from seven European countries: Volkswagen Passenger Cars, Audi, SEAT, ŠKODA, Bentley, Bugatti, Lamborghini, Porsche, Ducati, Volkswagen Commercial Vehicles, Scania and MAN. Here in the US, we are blending German engineering with American ingenuity. 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. AI Engineer - This position will sit in Belmont, CA - relocation is required (provided) if you aren't local. Role Summary This role will be tasked with applying machine learning/deep learning to the autonomous driving industry. This role will focus on AI use cases including test automation, simulation, data analytics etc. to support production testing and validation teams. Working in our facility requires a high level of independence and an ability to deal with lots of ambiguity. This position should be held by a Computer Science Engineer, or equivalent, with experience in the development of Software and Software architecture. Role Responsibility Software Development Builds scalable AI and ML based solutions to support production AD development use cases including simulation, test automation, and data analytics . Maintains, as well as furthers, enhances existing machine learning modules. Designs and implements new machine learning based approaches based on existing frameworks. · Develop KPI and operations frameworks for continuous validation and MLOps. Keeps up to speed with the state of the art of academic research and technology in the industry. Transfers technologies and solutions to Volkswagen Group. Software Testing and Evaluation Integrates new software modules into existing cloud, data, and simulation frameworks. Defines and executes test cases based on insights derived from AI data analytics. Tests developed modules in the prototype (unit tests, integration tests, in-vehicle/field tests, etc.). Analyzes and evaluates conducted tests. Assess quality of test environment, AI models, and driving function to identify areas for improvement Process Documentation Develops technical specifications and documentation. Qualifications - External Qualifications 5+ years or equivalent. Education Required Master’s Degree in Computer Science or equivalent. Desired PhD strongly preferred Skills Strong communication skills - ability to explain complex technical topics to non-experts. Team player with good collaboration and integration skills – joining people, processes and systems. Highly innovative and capable of seeing problems and potential solutions in a new light. Able to work in a dynamic, multi-disciplinary, timeline and target oriented work environment. Problem solving skills. Analytical skills. Conceptual thinking skills. Specialized Skills Required 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 programming skills with Python and PyTorch/TensorFlow on desktops and distributed cloud backends (e.g. AWS). Experience with data gathering, data quality, system architecture, coding best practices.
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