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Research Engineer (Synthetic Data for Vision)
175 000 - 280 000$
Описание вакансии
Текст:
TL;DR
Research Engineer (Synthetic Data for Vision): Build and maintain synthetic data pipelines and systems to accelerate vision model development with an accent on neural rendering, diffusion-based image synthesis, and domain adaptation. Focus on designing and optimizing data generation, evaluation frameworks, and integrating modern ML tools to improve computer vision tasks.
Location: San Francisco, United States
Salary: $175000–$280000
Company
is a startup focused on creating lifelike computers with advanced vision and voice capabilities, founded by experts from Oculus, Meta, Google, and Apple.
What you will do
- Build and maintain synthetic data generation pipelines using neural rendering, diffusion models, and procedural assets.
- Apply transfer learning and domain adaptation to bridge gaps between synthetic and real data.
- Integrate and fine-tune models to meet hardware constraints on latency, memory, and quality.
- Develop end-to-end systems from data capture to deployment including calibration, rendering, and evaluation.
- Define and iterate on dataset and model evaluation frameworks based on quantitative metrics.
- Research and prototype new approaches in graphics, vision, and generative ML to advance synthetic data quality.
Requirements
- Location: Must be able to work in San Francisco, United States
- Experience with 3D reconstruction, photorealistic rendering, or synthetic data generation for vision.
- Ability to work in high-ambiguity, open-ended problem spaces.
- Familiarity with large-scale multi-camera datasets and data curation.
- Excellent communication and collaboration skills.
- Bachelor’s degree or higher in computer graphics, vision, imaging, machine learning, or related field.
Nice to have
- Master’s or Ph.D. in relevant discipline.
- Experience with neural rendering models like NeRF and modern generative models such as diffusion.
- Proficiency in PyTorch, JAX, or other modern ML frameworks.
Culture & Benefits
- 401k matching.
- 100% employer-paid health, vision, and dental benefits.
- Unlimited PTO and sick time.
- Flexible spending account matching (medical FSA).
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