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Machine Learning Engineer
Machine Learning EngineerFPT Asia Pacific Pte Ltd • Singapore, Singapore, Singapore
Machine Learning Engineer

Machine Learning Engineer

FPT Asia Pacific Pte Ltd • Singapore, Singapore, Singapore
1 day ago
Job description

Machine Learning Engineer

  • We are seeking a Machine Learning Engineer to help prototype, evaluate, and operationalize emerging AI technologies for airport use cases.
  • You will work hands‑on with LLMs , RAG pipelines , and AI agents , helping the team rapidly test hypotheses, build proofs of concept (PoCs), and deploy pilot systems in real operational contexts.

Key Responsibilities

  • Prototype and evaluate foundation and multimodal models (e.g., GPT‑4 / 5, Claude, Gemini, Llama 3, Mistral).
  • Implement retrieval‑augmented generation (RAG) workflows using vector databases (FAISS, Pinecone, Weaviate).
  • Fine‑tune or adapt models using LoRA and PEFT techniques for airport‑specific data.
  • Explore agentic AI tools (e.g., LangChain , AutoGen , CrewAI , LangGraph ) to automate operational tasks.
  • Build lightweight GenAI microservices with Python , FastAPI , and Docker for PoC deployment.
  • Work with cloud platforms (AWS, GCP) for rapid model hosting and experimentation.
  • Collaborate with data scientists and operations teams to test solutions in real‑world settings.
  • Document and share results, experiments, and learnings for future scalability.
  • Qualifications

  • Bachelors or Masters degree in Computer Science , Machine Learning , or related fields.
  • 2 - 5 years of experience in ML / GenAI development or applied research.
  • Proficiency in Python , PyTorch , and Transformers .
  • Hands‑on experience with LLM APIs , LangChain , or LlamaIndex .
  • Hands‑on experience with cloud ML platforms (AWS Sagemaker, Bedrock, GCP Vertex AI).
  • Comfortable with rapid prototyping , experimentation, and iterative design.
  • Nice-to-have

  • Exposure to multimodal or agentic AI systems.
  • Understanding of prompt design , evaluation metrics , or hallucination detection .
  • #J-18808-Ljbffr

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