6 дней назад
Senior/Principal Machine Learning Engineer (3D Data)
243 290 - 295 250$
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Описание вакансии
Текст:
TL;DR
Senior/Principal Machine Learning Engineer (3D Data) (Generative AI/3D data systems): Building high-scale pipelines, synthetic datasets, evaluation frameworks, and inference APIs for VideoGen and 3DGen foundation models with an accent on petabyte-scale multimodal data, distributed processing, and human-in-the-loop evaluation. Focus on designing research-to-production infrastructure, optimizing GPU data loading, and developing reliable systems for high-throughput model serving.
Location: San Mateo, California, United States; office-based roles require onsite work Tuesday, Wednesday, and Thursday, with optional presence on Monday and Friday.
Salary: $243,290–$295,250 USD annual base pay, plus equity compensation and benefits.
Company
Roblox builds a platform and tools for creating, exploring, and sharing 3D immersive digital experiences.
What you will do
- Architect and maintain automated pipelines for ingesting, cleaning, preprocessing, and serving petabyte-scale video and 3D datasets.
- Generate large multimodal synthetic datasets using image and video generation models.
- Partner with AI researchers to turn experimental data workflows into scalable production infrastructure.
- Build evaluation frameworks combining heuristic metrics with human-in-the-loop interfaces for datasets and foundation models.
- Design high-throughput, low-latency inference APIs and monitor pipeline health and GPU utilization.
- Track generative modeling research and implement relevant performance optimizations.
Requirements
- 8+ years of experience as a research-focused data systems engineer, preferably with 3D and video foundation models.
- Experience building scalable batch and real-time ML data pipelines and processing petabyte-scale datasets.
- Strong Python skills and experience with cloud data platforms and distributed technologies such as Spark, Ray, Kubeflow, and S3.
- Experience leading projects across team boundaries, mentoring peers, and delivering high-quality, well-tested infrastructure.
- Bachelor’s degree or equivalent experience in Computer Science, Computer Engineering, or a related technical field.
- For US-based roles, candidates must have appropriate US work authorization; future H-1B sponsorship may not be supported.
Nice to have
- Experience with experiment tracking and massive dataset versioning using Weights & Biases or MLflow.
- Experience building human-in-the-loop labeling tools for video or 3D data.
- C++ knowledge for optimizing data loaders and modifying engine code.
- Experience with Roblox game development, Blender, Unreal Engine, or Unity.
Culture & Benefits
- Work on foundation AI systems supporting creative 3D and 4D content generation.
- Collaborate directly with AI research teams on infrastructure used at large scale.
- Full-time employees are eligible for equity compensation and company benefits.
- Equal employment opportunities and reasonable accommodations are provided during the recruiting process.
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