Expert Data and ML Pipeline Automation Engineer - Self Driving
VinFastAbout the role
VINFAST is a pioneering electric vehicle (EV) company committed to revolutionizing the automotive industry with sustainable and innovative mobility solutions. As a leading player in the EV market, VinFast is dedicated to delivering high-quality, cutting-edge electric vehicles that redefine the driving experience. Our team consists of passionate professionals driven by a shared vision of creating a greener and more sustainable future through innovation, technology, and excellence.
In this role, y ou will be responsible for building scalable, searchable, and version-controlled data infrastructure that em powers machine learning pipelines for autonomous driving systems. Y our work will facilitate model training and contribute to achieving high level of performance and generalization of our advanced ML models .
- Design and implement data lake s as a flexible and scalable storage of sensor data
- Build scalable pipelines for indexing raw and extracted sensor data
- Develop searchable database s for efficient information retrieval
- Implement robust ETL pipelines to extract, transform, and load data into a structured data warehouse
- Establish automated systems for data validation and quality assurance for large multi-modal datasets
- Build tools for indexing and version control of extracted sensor data
- Integrate labeling workflows into a data loop ( s emi - a utomatic , active learning, crowdsourcing etc. )
- Collaborate with algorithm and software engineering teams to ensure data integrity, traceability, and reproducibility
Requirements
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