10 дней назад
Senior Computer Vision Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Computer Vision Engineer (AI): Building and improving object-detection and multi-object-tracking models for AI-assisted traffic cameras with an accent on real-world validation, data strategy, and edge deployment. Focus on designing reproducible training pipelines, evaluating model behavior across challenging traffic scenarios, and optimizing accuracy, latency, memory, and power consumption.
Location: San Carlos, United States; on-site
Company
Develops solar-powered, AI-assisted cameras that automate traffic-law enforcement and improve road safety.
What you will do
- Develop and improve object-detection and multi-object-tracking models for vehicles, pedestrians, and other road users.
- Own data strategy, including sampling, labeling, dataset versioning, hard-negative mining, class-imbalance management, and edge-case analysis.
- Design rigorous experiments and ablations, and validate improvements on deployed and field-collected data.
- Build reproducible training pipelines with experiment tracking, configuration management, artifact lineage, model registries, metric dashboards, and automated hyperparameter search.
- Define evaluation methods covering precision and recall trade-offs, scenario slices, calibration, and tracking quality.
- Collaborate with embedded engineers on edge deployment while balancing accuracy, latency, memory, and power constraints; lead design reviews and mentor engineers.
Requirements
- 7+ years of experience in machine learning or computer vision, with production model delivery experience.
- Hands-on experience with object detection, multi-object tracking, modern architectures, data augmentation, and evaluation methods.
- Strong understanding of class imbalance, overfitting, dataset leakage, label noise, domain shift, model calibration, and statistically sound validation.
- Experience building reproducible training infrastructure with distributed training, hyperparameter search, metric comparison, and model lineage.
- Strong Python and PyTorch skills, plus experience with large image and video datasets.
- Demonstrated technical leadership across ambiguous, cross-functional projects with clear communication and strong ownership.
Nice to have
- Experience in traffic, automotive, robotics, surveillance, or video analytics.
- Experience with re-identification, trajectory modeling, occlusion handling, camera calibration, or multi-camera tracking.
- Experience with active learning, weak supervision, synthetic data, automated labeling, or dataset-quality tooling.
- Experience deploying vision models on NVIDIA Jetson, Qualcomm Snapdragon, or other edge accelerators.
Culture & Benefits
- Work on computer vision directly connected to road safety and saving lives.
- Small, experienced team where senior engineers have meaningful technical influence.
- Fast-moving startup environment with meaningful ownership.
- Competitive compensation and early-stage equity.
- Series A funding of $22M led by Bain Capital.
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