3 дня назад
Senior Machine Learning Platform Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Machine Learning Platform Engineer (AI): Designing and managing scalable ML infrastructure for embodied AI and robotics with an accent on cloud-based pipelines, distributed systems, and MLOps workflows. Focus on building reliable data systems for large-scale video ingestion and optimizing infrastructure for performance across cloud and edge environments.
Company
builds risk-aware, reliable, field-ready AI systems for robotics, operating at the intersection of embodied intelligence and real-world field deployments.
Location: Must be based in Irvine, CA (On-site)
What you will do
- Design and manage scalable ML infrastructure using IaC tools like Terraform and CloudFormation.
- Develop and optimize cloud-based pipelines for training, evaluation, and inference on multimodal datasets.
- Build and operate data systems for large-scale video ingestion, indexing, and storage.
- Maintain MLOps workflows for versioning, experiment tracking, reproducibility, and CI/CD.
- Ensure system reliability and observability through monitoring, logging, and alerting.
- Mentor and manage junior engineers while collaborating with AI/ML teams to productionize workflows.
Requirements
- 4+ years of industry experience in ML infrastructure or platform engineering.
- Strong coding skills in Python and TypeScript.
- Proven experience with distributed systems, AWS, containerization (Docker, Kubernetes/EKS), and Ray.
- Hands-on experience building ML pipelines for distributed training and large-scale inference.
- Strong knowledge of data management at scale, specifically for video/image datasets.
- Proficiency with CI/CD, infrastructure-as-code, and MLOps tools like MLflow or Kubeflow.
Nice to have
- Experience with vector databases like Pinecone or Weaviate.
- Familiarity with distributed training frameworks such as Horovod, DeepSpeed, or Ray.
- Hands-on experience with GPU orchestration and auto-scaling (Karpenter, SageMaker).
- Experience with agentic AI deployment workflows and retrieval-augmented generation.
Culture & Benefits
- Work directly with hardware, sensors, and robots in a collaborative, high-impact environment.
- Join a world-class team with deep experience from organizations like NASA JPL, Boston Dynamics, and Tesla.
- Solve complex, real-world robotics challenges outside of the lab.
- Competitive compensation package based on experience and the Irvine market.
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