Senior Machine Learning Engineer

You own face machine learning projects from problem definition through data preparation, experimentation, evaluation, production validation, and monitoring. You improve biometric identification and anti-spoofing models, use classical computer vision and image processing, build evaluation and monitoring pipelines, investigate model failures, evaluate research, document technical work, and help establish engineering and scientific standards.

Responsibilities

• Own face machine learning projects end-to-end
• Improve biometric identification and anti-spoofing models
• Use classical computer vision and image processing where appropriate
• Lead applied machine learning initiatives
• Improve face-image collection and labeling
• Inspect difficult samples and identify failure modes
• Build evaluation pipelines and production monitoring
• Improve tools for data analysis, training, evaluation, visualization, red teaming, and monitoring
• Evaluate computer vision and biometrics research
• Write design documents, experiment reports, post-launch analyses, and technical proposals
• Shape technical standards for evaluation, experimentation, model versioning, and monitoring

Requirements

• Hands-on experience training, evaluating, and shipping deep learning systems for computer vision
• Practical understanding of latency and memory constraints
• Experience structuring ambiguous machine learning problems into technical plans
• Knowledge of data pipelines, augmentations, architecture selection, loss functions, optimization, hyperparameter tuning, and failure analysis
• Foundations in classical computer vision and image processing
• Experience with OpenCV, NumPy, or equivalent libraries
• Fluency in Python and a modern deep-learning framework such as PyTorch
• Experience designing production evaluations, metrics, thresholds, calibration, datasets, slicing, leakage prevention, and regression analysis
• Ability to write maintainable research and production-quality code
• Strong written communication and collaborative working style