Senior ML Engineer

2 weeks ago


Singapore Changi Airport Group Full time $180,000 - $250,000 per year

Requisition ID: 6940

Country: SG

Work Schedule: Non-Shift Work Schedule

Employment Type: Permanent

Description:

We are seeking a Senior ML Engineer to lead the design and deployment of next-generation real-time computer vision and video analytics platforms. This role combines cutting-edge computer vision, Generative AI, and agentic AI to power large-scale, mission-critical solutions across edge, on-prem, and cloud environments.

What You'll Do

  • Lead the architecture and development of enterprise-grade, real-time video analytics solutions.
  • Build and optimize distributed data pipelines for high-volume, low-latency video streams.
  • Integrate advanced deep learning and multimodal AI models (detection, segmentation, tracking, classification) into live video workflows.
  • Apply Generative AI (LLMs, multimodal, RAG) to enhance situational awareness and adaptive system response.
  • Drive GPU optimization and performance tuning for large-scale deployments.
  • Shape our AI roadmap, evaluating and adopting the latest advancements in CV, GenAI, and agentic AI.
  • Ensure scalability, reliability, and governance of deployed AI systems.

What We're Looking For

  • Bachelor Degree with 6+ years of hands-on experience in computer vision, AI/ML, or video analytics, with real-world deployments.
  • Strong expertise in cloud platforms (AWS, GCP) — experience with services like Sagemaker, Vertex AI, BigQuery, Kinesis, or equivalent.
  • Proficiency with video frameworks (NVIDIA DeepStream, OpenCV, GStreamer) and modern CV models (YOLO, DETR, SAM, Transformers).
  • Solid knowledge of real-time data streaming (Kafka, Pub/Sub, or similar).
  • Strong programming skills in Python and C++, with experience in PyTorch, TensorFlow, TensorRT.
  • Hands-on experience with GPU acceleration (CUDA), Docker/Kubernetes, and microservices for scalable AI systems.
  • Familiarity with GenAI and agentic AI frameworks in production settings.

Nice-to-Haves

  • Experience with MLOps: model deployment, monitoring, lifecycle management.
  • Understanding of video compression and streaming protocols (H.264, H.265, RTSP, WebRTC).
  • Strong communication and leadership skills to influence both technical direction and business strategy.

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