About the role

Aplyr's Quick Take

This role is focused on managing and optimizing large-scale machine learning training processes using distributed systems and GPU clusters. You'll be hands-on with tools like PyTorch and DeepSpeed, ensuring efficient training runs and troubleshooting issues as they arise. It's primarily an individual contributor role for someone with strong technical skills in systems engineering.

Good fit

Ideal candidates will have several years of experience in systems engineering, particularly with GPU clusters and distributed systems. A proactive, problem-solving mindset and familiarity with machine learning frameworks will help you thrive here.

Worth noting

The role requires deep expertise in advanced parallelism techniques and managing complex infrastructure, which may be a steep learning curve for some. The focus on long training runs suggests a demanding workload that may not suit everyone.

We are seeking a highly skilled LLM Pre-training & Distributed Systems Engineer. This role is essential for orchestrating large-scale machine learning training runs and optimizing distributed infrastructure. The ideal candidate will have a deep understanding of GPU clusters and extensive experience in system engineering to ensure efficient and reliable training processes.

Responsibilities:

Orchestrate distributed training runs across 1,000+ GPUs using PyTorch, DeepSpeed, or Megatron-LM.
Optimize networking (InfiniBand/RDMA) and memory management to prevent out-of-memory errors.
Automate checkpointing and failure recovery during month-long training runs.

Required Skills:

Deep expertise in 3D parallelism (Data, Tensor, Pipeline).
Experience managing SLURM or Kubernetes-based GPU clusters.
Strong systems engineering background (C++, CUDA, Python).

Skills & Tags

python kubernetes machine learning ai data

Aplyr's read

Hyphen Connect is a tech innovator in connectivity solutions, employing diverse roles from risk management to marketing, with a strong focus on Mandarin speakers.
Synthesized from recent postings & public sources

What's promising

•Hyphen Connect is at the forefront of connectivity technology innovation.
•The company offers diverse roles, from risk management to tech consultancy.
•Opportunities for Mandarin speakers are abundant, indicating a focus on Asian markets.

What to watch

•High demand for Mandarin speakers may limit opportunities for non-speakers.
•The company appears to have a high turnover in compliance roles.
•Limited public information about company culture and work-life balance.

Why Hyphen Connect

•Hyphen Connect bridges traditional and decentralized finance roles.
•The company emphasizes roles in both tech and financial compliance sectors.
•Focus on Mandarin-speaking roles suggests strategic alignment with Asian markets.

Aplyr’s read is generated by AI from public sources. Was it useful?