4 months ago
Montréal, CanadaSenior
Responsibilities
- Design and develop computer vision models and pipelines for biometrics use cases including face detection, quality assessment, and recognition.
- Benchmark models across datasets and operating conditions.
- Train and optimize models using PyTorch, TensorFlow, and/or JAX.
- Contribute to end-to-end ML pipelines from data ingestion through deployment, including automated Airflow pipelines for data ingestion and cleaning.
- Optimize models for low-latency inference using quantization, distillation, TensorRT, and ONNX, and support deployment on AWS.
- Collaborate with and mentor ML engineers and contribute to technical best practices across the Computer Vision team.
Requirements
- 5+ years of industry experience in machine learning focused on computer vision.
- Strong computer vision fundamentals, including experience with areas such as image classification, object detection, segmentation, image quality, or generative models.
- Awareness of algorithmic bias and willingness to learn domain-specific fairness practices.
- Strong proficiency in Python and related libraries such as Pillow, OpenCV, and PyTorch, with experience writing clean, modular, production-ready code.
- Experience designing or contributing to ML pipelines and familiarity with orchestration tools such as Airflow.
- Experience with GPU-based training and deploying ML services on AWS.
- Preferred qualifications include research publications in CVPR, ICCV, or ECCV; familiarity with vector databases and ANN search; experience with GANs or diffusion models for data augmentation; CoreML, LiteRT, or TFLite experience; and familiarity with privacy, security, and compliance considerations in sensitive ML applications.
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About Jumio
Jumio builds identity verification, document verification, and KYC solutions for enterprises, delivered via APIs and web workflows to reduce fraud and meet compliance. Privately held and founded in 2015 with headquarters in Jaipur, India, it verifies government-issued IDs and biometrics with liveness checks from 200+ countries, serving sectors such as financial services, fintech, e-commerce, and online gaming.