ML Infrastructure Engineer
Finoit Inc
Redwood City, CA, United States
about 1 month ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Experience required
7 years minimum
Working hours
Regular working hours
Job source
Tech stack
Artificial Intelligence
Amazon Web Services
Computer Clusters
Distributed Computing Environment
Distributed Systems
Memory Management
Job Scheduling
Machine Learning
Performance Tuning
Google Cloud
Pytorch
Containerization
+5 more
Kubernetes
Slurm
Machine Learning Operations
TensorRT
Data Pipelines
Job description
- Design and scale distributed ML training infrastructure for large GPU clusters.
- Build and optimize training pipelines using PyTorch, DeepSpeed, and distributed training frameworks.
- Develop and maintain job scheduling systems using Kubernetes and/or SLURM.
- Create high-throughput data pipelines for large-scale multimodal datasets.
- Optimize GPU utilization, memory efficiency, and overall system performance.
- Build low-latency inference pipelines for production ML deployments.
Requirements
- 7+ years of experience in ML Infrastructure, HPC, or Distributed Systems.
- Strong experience with PyTorch, DeepSpeed, FSDP, ZeRO, or similar distributed training frameworks.
- Hands-on experience with Kubernetes, cloud platforms (AWS/Google Cloud Platform), and containerized environments.
- Strong understanding of distributed systems, GPU optimization, NCCL, memory management, and performance tuning.
- Experience building scalable ML infrastructure from development through production., * Experience with multimodal AI, robotics data pipelines, Triton, TensorRT, custom ML kernels, or ML compiler/runtime optimization.
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