Senior/Staff Behavior Prediction Engineer
GatikAutonomous Vehicles company
Mountain View, United States$170K - $250KSenior
Loblaw Companies
Isuzu Motors
Itochu
Nippon Express Holdings Inc.
Koch Disruptive Technologies
Innovation Endeavours
Data & AI
About the role
TL;DR
Develop and implement a multi-modal prediction system for autonomous vehicles.
- •We are looking for talented ML engineers with expertise in classical and modern machine learning techniques for behavior prediction to own and actively contribute to the architecture, design, implementation, and delivery of a multi-modal prediction system.
- •Key Responsibilities Develop key modules of the behavior prediction system, focusing on accurately predicting the movements and actions of surrounding objects to enhance the decision-making capabilities of our autonomous vehicles.
- •Create and maintain robust software infrastructure that enables the use of large-scale image and LiDAR data for learning algorithms, ensuring seamless integration and high performance.
- •Train advanced behavior prediction models, including LSTM, Transformer, and other relevant machine learning models.
- •Evaluate their performance rigorously, identify and fix performance bottlenecks to achieve state-of-the-art results.
- •Requirements Expertise in classical and modern machine learning techniques for behavior prediction.
- •Experience with large-scale image and LiDAR data for learning algorithms.
- •Ability to train advanced behavior prediction models, including LSTM, Transformer, and other relevant machine learning models.
Required skills
PythonTensorFlowscikit-learnCI/CDKubernetesDocker
Nice-to-have skills
PyTorchApache KafkaCI/CD
Domain expertise
logistics
Tech stack
PythonTensorFlowPyTorchscikit-learnApache KafkaKubernetesDockerCI/CD