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Distributed Training Engineer (Remote)
BairesDev · District Capital
Descripcion del puesto
About the role
As a Distributed Training Engineer you will lead the scaling and optimization of large‑scale machine‑learning workloads across multi‑GPU and multi‑node environments. You will work remotely with a global team of top‑tier engineers, ensuring that massive datasets and models run efficiently and reliably.
Key responsibilities
- Implement and fine‑tune distributed training strategies using PyTorch DDP, FSDP, and DeepSpeed.
- Profile training performance and GPU utilization with Nvidia Nsight and related tools.
- Design mixed‑precision and memory‑optimization pipelines to maximize throughput and reduce footprint.
- Resolve coordination and synchronization challenges across multi‑node clusters using CUDA and Triton.
- Scale large models through parameter sharding, pipeline parallelism, and efficient data sharding techniques.
- Collaborate with ML research teams to align infrastructure with evolving model requirements.
Required profile
- 4+ years of experience in Machine Learning Engineering or Distributed Systems.
- Proven expertise with distributed training frameworks such as PyTorch DDP, FSDP, or DeepSpeed.
- Hands‑on experience with Nvidia GPU profiling tools (e.g., Nsight).
- Strong proficiency in CUDA programming and multi‑node performance optimization.
- Experience with inference optimization tools like Triton or TensorRT.
- Advanced proficiency in English.
Required skills
- PyTorch DDP
- FSDP
- DeepSpeed
- Nvidia Nsight
- CUDA
- Triton
- TensorRT
- Mixed‑precision training
- Parameter sharding
- Pipeline parallelism
- Data sharding
What we offer
- 100% remote work from anywhere.
- Competitive compensation in USD or local currency.
- Provided hardware and software setup for home office.
- Flexible hours and self‑managed schedule.
- Paid parental leave, vacations, and national holidays.
- Mentorship, promotion pathways, and continuous skill development.
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BairesDev
District Capital
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