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Principal Machine Learning Engineer

Avomind · Singapore

New
Senior 🇬🇧 English
PyTorch JAX DeepSpeed FSDP Megatron ZeRO Ray vLLM TensorRT-LLM FasterTransformer Apache Arrow Spark

Job description

About the role

A stealth AI startup, backed by one of Southeast Asia's leading technology companies and building its global founding team, is looking for a Principal Machine Learning Engineer. The company is developing an AI-native communication platform that integrates AI directly into conversations so users can plan, organize, compare, research and complete tasks in a single assistant. The engineer builds and deploys production-grade ML systems, working closely with research and application engineering teams.

Key responsibilities

  • Build and own end-to-end ML pipelines covering data processing, model training, evaluation, inference and deployment.
  • Fine-tune and adapt models using techniques such as LoRA, QLoRA, SFT, DPO and model distillation.
  • Design and operate scalable inference systems while balancing latency, cost and reliability.
  • Develop data pipelines for synthetic and real-world training datasets.
  • Build evaluation frameworks for model performance, robustness, safety and bias with research teams.
  • Optimize production deployments via GPU optimization, memory efficiency, latency reduction and scaling.
  • Integrate ML systems into backend, mobile and desktop applications.

Required profile

  • Strong background in deep learning and transformer-based architectures.
  • Hands-on experience training, fine-tuning or deploying large-scale models in production.
  • Ability to independently own end-to-end ML systems in fast-moving environments.
  • Strong software engineering skills and strong problem-solving skills focused on rapid iteration.

Required skills

  • PyTorch or JAX
  • Distributed training and inference frameworks such as DeepSpeed, FSDP, Megatron, ZeRO or Ray
  • GPU workload optimization, including quantization and mixed precision
  • Preferred: LLM inference frameworks (vLLM, TensorRT-LLM, FasterTransformer), RLHF pipelines, multimodal or diffusion models, and large-scale data frameworks such as Apache Arrow, Spark or Ray

Questions fréquentes

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Source : ats:workable

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Published 1 day ago

Expires 1 month from now

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Avomind

Singapore