Principal Engineer, Machine Learning, SMAI

1100 Micron SemiAsiaOP Pte Ltd · singapore, singapore, Singapore

Location
singapore
Job Type
Full-time
Posted
June 18, 2026

Job Description

Responsibilities

  • Architect and execute large‑scale custom model training and fine‑tuning jobs (SFT, RLHF) on multi‑node, multi‑GPU clusters.
  • Optimize training throughput and memory efficiency using distributed training strategies (FSDP, DeepSpeed, Megatron‑LM) and mixed‑precision techniques (FP16/BF16).
  • Design and develop autonomous AI agents capable of multi‑step reasoning, planning, and tool execution to automate complex manufacturing workflows.
  • Implement Agentic frameworks (e.g., LangChain, LangGraph, CrewAI) to orchestrate LLM interactions with internal APIs, databases, and software tools.
  • Profile and debug GPU performance bottlenecks using tools like Nsight Systems or PyTorch Profiler to maximize hardware utilization.
  • Build and maintain data/solution pipelines that feed machine learning models and GenAI applications.
  • Design and optimize data structures in data management systems (Snowflake and Google Cloud p...

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