Senior Software Engineer, Map Machine Learning
Full-time
Senior Executive
7 months ago
The Map Scalability team performs fully automated semantic understanding of the world through the use of geometric interpretation and machine learning.....
The Map Scalability team performs fully automated semantic understanding of the world through the use of geometric interpretation and machine learning. The scope of the work includes ensuring we have a streamlined mapping pipeline with emphasis on automated annotation, onboard the vehicle and any other forms to support the operation of city scale autonomous systems.
Within the Map Scalability team, the Machine Learning Engineers/Scientists are responsible for developing machine learning solutions for our mapping software stack which includes (but not limited to) semantic understanding of the surroundings, automated map annotations and ML-based map update/validation.
What you’ll be doing:
- Design and analyze deep neural networks for our mapping software stack.
- Conduct experiments, write reports, patents and publications.
- Develop core deep learning codebase for efficient training and testing pipelines.
- Deploy machine learning solutions for mapping and road understanding into production.
What we’re looking for:
- PhD in Machine Learning, Computer Science, Applied Mathematics, Statistics, Physics or a related field or 2+ years industry experience working on machine learning.
- Prior experience on integrating & implementing network models in production for at least one of the following applications: Object detection, Instance/Semantic segmentation, Sensor fusion, Multitask learning, Network compression, Point Cloud Registration.
- Experience on deep learning frameworks such as TensorFlow or PyTorch.
- Knowledge of software engineering process: software design, source control management, build processes, code reviews, etc
- Experience on building and working on huge data sets
- Strong problem solving skills
- Strong communication and interpersonal skills
- Proven track record of publications in relevant conferences (CVPR, ICML, NeurIPS, ICCV, ECCV, ICLR…)
Bonus Points for experience with:
- C++ development experience
- Software development experience from industry.
- Familiarity with CUDA, CMake, continuous integration tools and the agile development process.
- Experience working with mapping software and/or familiar with SLAM algorithms
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