Stack AV - Senior Staff Software Engineer, ML Platform
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Requirements
• 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. • Experience building or using ML infrastructure for a large number of customer teams. • Deep understanding of design trade-offs with the ability to articulate those trade-offs and achieve alignment with others. • 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. • 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. • We are proud to be an equal opportunity workplace. We believe that diverse teams produce the best ideas and outcomes. We are committed to building a culture of inclusion, entrepreneurship, and innovation across gender, race, age, sexual orientation, religion, disability, and identity. • Check out our Privacy Policy. • Please Note: Pursuant to its business activities and use of technology, Stack AV complies with all applicable U.S. national security laws, regulations, and administrative requirements, which can restrict Stack AV’s ability to employ certain persons in certain positions pursuant to a range of national security-related requirements. As such, this position may be contingent upon Stack AV verifying a candidate’s residence, U.S. person status, and/or citizenship status. This position may also involve working with software and technologies subject to U.S. export control regulations. Under these regulations, it may be necessary for Stack AV to obtain a U.S. government export license prior to releasing its technologies to certain persons. If Stack AV determines that a candidate’s residence, U.S. person status, and/or citizenship status will require a license, prohibit the candidate from working in this position, or otherwise be subject to national security-related restrictions, Stack AV expressly reserves the right to either consider the candidate for a different position that is not subject to such restrictions, on whatever terms and conditions Stack AV shall establish in its sole discretion, or, in the alternative, decline to move forward with the candidate’s application. • Please Note:
Responsibilities
• 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.
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