Responsibilities:
- Perform Perception, Computer Vision, Graph or Large Language ML model R&D by prototyping, validating and iterating on existing and new model architectures.
- Own development of new ML models end-to-end from data strategy, initial development, optimization, production platform validation, and fine tuning based on metrics and on road performance.
- Influence the overall autolabeling stack architecture and technical direction.
- Coach and mentor junior members of the team to write high-quality code, provide high quality design and code reviews, and deliver rigorous reports from ML experiments.
- Work in a high-velocity environment and employ agile development practices
- Collaborate with stakeholders in downstream customer teams to define interfaces and requirements for the Autolabeling stack, and deliver high quality and high impact products to the customers
Experience:
- MS, or higher degree, in CS/CE/EE, or equivalent in industry experience.
- Extensive experience with ML model development
- Experience with ML frameworks such as PyTorch, Tensorflow
- Experience in machine learning workflows: data sampling and curation, pre-processing, model training, ablation studies, evaluation, deployment, inference optimization
- Strong programming skills in Python or C++
- Passionate about self driving car technology and its potential for humanity
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