Expert Data and ML Pipeline Automation Engineer - Self Driving

Job Description
VINFAST is a pioneering electric vehicle (EV) company committed to revolutionizing the automotiveindustry 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 drivingexperience. Our team consists of passionate professionals driven by a shared vision of creating a greener andmore sustainable future through innovation, technology, and excellence.

In this role, you will be responsible for building scalable, searchable, and version-controlled data infrastructure that empowers machine learning pipelines for autonomous driving systems. Your work will facilitate model training and contribute to achieving high level of performance and generalization of our advanced ML models.

• Design and implement data lakes as a flexible and scalable storage of sensor data

• Build scalable pipelines for indexing raw and extracted sensor data

• Develop searchable databases 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 (semi-automatic, active learning, crowdsourcing etc.)

• Collaborate with algorithm and software engineering teams to ensure data integrity, traceability, and reproducibility

Requirements

• MSc/BSc degree with 5+ years of industrial experience in Computer Science, Machine Learning, Robotics and/or similar technical field

• Proficiency in Python and strong software engineering skills

• Comfortable in building data processing pipelines tailored for ML training pipelines

• Knowledge of (at least one) of the Parquet, Pandas, Spark frameworks

• Solid understanding of the main sensor modalities for self-driving (cameras, LiDAR, radar, GPS)

• Experience with establishing dataset version control

• Familiarity with cloud job orchestration, monitoring, and instrumentation best-practices

• Ability to solve hard problems and handle large amounts of heterogeneous data

Benefits

• Competitive salary
• Opportunity to collaborate with and learn from industry-leading professionals in the automotive domain.

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