Revolutionizing the Transportation of Goods
Senior Staff Software Engineer – ML Platform
Location
Pennsylvania
Posted
135 days ago
Salary
0
Seniority
Senior
Job Description
Senior Staff Software Engineer – ML Platform
Stack AV
• Build state-of-art multimodal data mining and semantic search solutions to power AV product development. • Develop data understanding platform infrastructure for real-time querying/vector databases and batch/stream processing using technologies like Ray, Spark, Lance, or similar. • Deliver end-to-end data mining solutions that span onboard (C++) and offboard (ML & Data Infra) infrastructure to accelerate AV product development. • Develop e2e solution for real-time semantic search services (text/images/videos) and vector DBs. • Discover and identify key issues in existing ML infra and proactively improve system performance. • Build low latency/high throughput batch or stream processing pipelines. • Drive technical discussions across multiple orgs and deliver solutions on a timely basis. • Architect and tune ETL pipelines to maximize GPU/CPU/Ram utilization. • Write readable and high-performance Python/C++ code.
Job Requirements
- 6+ years of experience with multimodal data indexing and inference pipelines
- Building semantic search service, embedding generation for video/images and vector DB
- Large scale ML pipelines (Airflow/Flyte) and model optimization.
- Experience with both ML platforms and building ML-based applications (modeling experience is a bonus)
- Proven track record of building scalable, reliable infrastructure in a fast-paced environment
- Ability to collaborate effectively across teams
- Deep understanding of design trade-offs with the ability to articulate those trade-offs and achieve alignment with others
- Experience building or using ML infrastructure for a large number of customer teams
- Experience in building ML models or infrastructure in domains such as autonomous vehicles, perception, and decision-making (desirable but not required)
- Experience with model training, model optimization, or large data processing pipelines
- Prior experience in autonomous vehicles (AV) is a plus
Benefits
- Equal opportunity workplace
- Culture of inclusion, entrepreneurship, and innovation
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