Senior Machine Learning Engineer II
External
General Motors · San Francisco, CAPrepare for this interview
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About the role
DUTIES: Research, design, develop and test robotic and machine learning applications for an AV company. Duties may include: Contribute to the complete machine learning cycle: data collection, labeling, processing, algorithm design, model training, and evaluation. Formulate problem statements specific to autonomous operations and design innovative solutions to address them. Design novel machine learning models and algorithms, including new deep learning architectures, loss functions, and training protocols. Utilize advanced machine learning techniques such as convolutional neural networks and Generative AI to enhance object detection and perception. Work on improving perception properties of detected objects, such as their kinematics, intent, and short-term trajectory predictions. Develop and implement novel solutions to integrate multiple sensors (e.g., Camera, RADAR, LiDAR) and other contextual information like High Definition Maps and temporal streams of data. Collaborate with the team to ensure the safe and efficient operation of autonomous vehicles. Provide support on debugging real-time issues on the ride-hail fleet that are due to perception related problems. May telecommute. REQUIREMENTS: Master's degree in Data Science, Aerospace Engineering, Automotive Engineering, Computer Engineering, Robotics or a related field and Three (3) years of experience in the job offered, Machine Learning Engineer, Computer Vision Engineer, Systems Engineer, Software Engineer, Data Scientist or a related occupation. Background, education, or experience must include: 1. Radar Perception using AI (artificial intelligence); 2. Monocular 3D object detection; 3. Autonomous Vehicle Sensor Fusion; 4. Data Structures and Python, C++, and ROS programming; 5. Machine Learning Model Optimization; 6. Developing Auto-Labeling Techniques; 7. Large-Scale Data Generation and Analytics;8. Experience with Utilizing Advanced Mathematical Concepts to develop and refine Machine Learning Models.
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