Location
Remote (India)
Seniority
Senior · 3+ years exp
First seen by Alion on Nov 13, 2026.
Overview
Company
Impact
Profile match
Matrice is a vision AI platform transforming live CCTV and camera infrastructure into real-time operational intelligence through 50+ production-ready AI applications for safety, security, compliance and monitoring.
Responsibilities:
- Own vision models end-to-end: data, training, evaluation, optimisation, and production rollout.
- Build and improve detection, segmentation, tracking, OCR/ALPR and face-recognition models for real customer use cases.
- Make inference fast and cheap: export to ONNX, optimise with TensorRT, and serve through Triton on GPU and edge hardware.
- Design evaluation sets and metrics that predict real-world accuracy, and catch regressions before release.
- Work with the Go platform team on how models are packaged, deployed, versioned and monitored.
- Explore vision-language models where they beat task-specific models, and ship them when they do.
- Set technical direction for ML, review designs and code, and mentor other engineers.
Requirements:
- 3+ years building machine learning systems, including computer vision models running in production.
- Expert in Python and PyTorch; strong with NumPy and OpenCV.
- Hands-on experience with modern detectors and trackers (e. g., YOLO-family, DETR-family, ByteTrack or similar).
- Production inference experience: ONNX, ONNX Runtime, TensorRT and/or Triton Inference Server, on GPUs.
- Experience with real-time video pipelines (RTSP, frame decoding, batching) and their latency and throughput limits.
- Comfortable with Docker, Linux and GPU environments; Kubernetes is a plus.
- Experience with vision-language or multimodal models is a plus.
- A track record of owning outcomes and leading technical work, not just running experiments.
Skills
Computer Vision, DETR, ONNX, OpenCV, PyTorch, Python, TensorRT, Triton, YOLO
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