5 дней назад
Staff Software Engineer - Machine Learning (Computer Vision)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Staff Software Engineer - Machine Learning (Computer Vision): Building production-grade computer vision and machine learning solutions for a decentralized mapping network with an accent on object detection, 3D reconstruction, sensor fusion, and efficient model deployment. Focus on training and integrating ML models across edge devices and large offline compute clusters, solving complex image-processing and applied-math challenges.
Location: San Francisco, CA; on-site
Company
operates a decentralized global mapping data network that collects and processes high-resolution imagery and sensor data for mapping and analytics products.
What you will do
- Shape the computer vision strategy across the mapping stack, from hardware and edge computation to data insights.
- Develop production-grade machine learning solutions trained on large standardized datasets.
- Balance state-of-the-art methods with practical cost and performance requirements.
- Integrate ML solutions into production systems running on edge devices and large offline compute clusters.
Requirements
- Demonstrated expertise in building, training, deploying, and productionizing ML solutions.
- Hands-on experience with image processing and computer vision, including object detection, classification, tracking, localization, 3D reconstruction, and vector embeddings.
- Experience with general machine learning and data mining methods, including clustering, prediction, unsupervised methods, ensemble methods, and graph optimization.
- Experience with monocular or stereo 3D reconstruction pipelines.
- Strong programming, applied mathematics, and software engineering fundamentals, including linear algebra, statistics, and multivariate optimization.
Nice to have
- PhD in computer vision or a related field.
- Knowledge of distributed compute systems such as Hadoop or Spark.
- Experience with ML frameworks including PyTorch, TensorFlow, OpenVINO, or ONNX.
Culture & Benefits
- Medical, dental, and vision benefits, including FSA.
- Family leave and unlimited flexible PTO.
- 401(k) program.
- Paid lunch and commuter benefits.
- Fast-paced, collaborative, data-driven environment focused on solving complex problems.
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