Principal Machine Learning Engineer
Avomind · Singapore
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
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Published 1 day ago
Expires 1 month from now
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Avomind
Singapore
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