About the role
<div> <h3><strong>Company Introduction</strong></h3> <p>At Bot Auto, we are revolutionizing the transportation of goods with our cutting-edge autonomous trucks, enhancing the quality of life for communities around the globe. With the agility of a start-up and the wisdom of seasoned experts, Bot Auto boasts a team that has achieved numerous world-firsts and unparalleled innovations. United by a shared vision, we create miracles and propel the future of transportation. Join us and transform your dreams into reality.</p> </div> <h3><strong>Key Responsibilities</strong></h3> <ul> <li>Explore and propose new ideas using your knowledge and experience in <strong>deep learning</strong>, <strong>neural networks and large foundation models</strong> in autonomous driving including: end-to-end object detection, tracking and prediction, end-to-end planning and control, and end-to-end autonomous driving system, end-to-end online mapping. SLAM in localization and etc..</li> <li>Work on the <strong>entire life cycle of machine learning projects</strong> from data analysis, model experimentations to performance metrics verifications, and understand the entire workflow in great detail.</li> <li>Be exposed to many cross-team projects and collaborate with the product, simulation and other sibling autonomous driving algorithm teams to <strong>extend machine learning technology</strong> to all components.</li> </ul> <h3><strong>Qualifications</strong></h3> <h3><strong>Required:&nbsp;</strong></h3> <ul> <li>Have an advanced degree (Ph.D or Master’s) in related fields of study: computer science, computer engineering, robotics, mathematics, physics, and etc.</li> <li>Have in-depth knowledge and extensive experience in machine learning, and/or computer vision, modern transformer architecture, and employ SOTA techniques of machine learning.</li> <li>Be familiar with PyTorch, TensorFlow and other machine learning platforms and tools.</li> <li>Have strong motivation to work independently in a fast paced environment while collaborating with other teams on more complex and larger projects.</li> </ul> <h3><strong>Preferred:&nbsp;</strong></h3> <ul> <li>Have a proven track record of research publications in top conferences and/or journals as the first author.</li> <li>Have knowledge and experience of generative models, model distillation, or model inference acceleration (e.g. TensorRT) techniques.</li> </ul>