ML Computer Vision Engineer – End-to-End Vision Systems
2 days ago
We're looking for a hands-on ML CV Engineer to lead the development and deployment of robust, production-grade computer vision pipelines. In this role, you'll own the full lifecycle of CV models - from data curation and preprocessing, through model training and evaluation, to deployment, monitoring, and automated retraining.
You'll play a critical role in ensuring our vision systems remain accurate, responsive, and scalable under real-world conditions. Your work will directly impact applications involving image classification, object detection, segmentation, and other visual inference tasks.
This is a role for someone who thrives in full-stack ML development, combining deep modeling expertise with disciplined engineering and deployment practices.
Key ResponsibilitiesEnd-to-End Vision Systems
● Build computer vision pipelines covering data ingestion, cleaning, augmentation, and preprocessing.
● Train and optimize CV models (classification, detection, segmentation) with PyTorch, TorchVision, and modern frameworks (YOLO, Detectron2, MMDetection, DINO).
● Automate evaluation workflows to benchmark performance and detect drift over time.
Production Deployment & Integration
● Deploy models with containerized environments (Docker, TorchServe, ONNX Runtime, BentoML) and expose via APIs (REST/gRPC).
● Collaborate with engineers to integrate models into larger platforms with reliability at scale.
Automation & Orchestration
● Design automated pipelines for data validation, retraining, and deployment (RPA).
● Implement workflow orchestration with Airflow, Prefect, or Dagster for scheduled training, monitoring, and failure recovery.
Monitoring & Reliability
● Monitor production performance, detect drift, and handle recovery gracefully.
● Build alerting and observability with Prometheus, Grafana, or OpenTelemetry.
Collaboration & Tooling
● Contribute to MLOps tooling for reproducibility, experiment tracking, and data versioning (MLflow, wandb).
● Work with AI Engineers to ensure clean integration with orchestration frameworks.
Must-Have Skills● years of ML or CV engineering, including 3+ years building production-grade vision systems.
● Strong knowledge of CV tasks and architectures (classification, detection, segmentation).
● Proficient in PyTorch, TorchVision, Albumentations, and modern CV frameworks.
● Proven experience training and tuning models on real-world datasets.
● Skilled in production deployment (Docker, TorchServe, ONNX Runtime, BentoML, Kubernetes).
● Strong software engineering foundation: clean Python, Git workflows, testable architecture.
● Experience with ML orchestration tools (Airflow, Prefect, Dagster).
● Familiarity with monitoring and alerting systems for ML models.
What We Offer● Small, agile team (5–6 engineers + interns) with autonomy and real ownership.
● Startup feel with a big company resources:
○ International environment where the majority of the team and leadership is from startups or big international corporations and from various countries.
○ Low-bureaucracy, high-impact startup environment where your code directly supports next-gen AI deployment.
○ Experimentation and self-development are in our culture
○ Knowledge sharing and collaboration
● Direct collaboration with top AI researchers and computer vision scientists.
● Hybrid work setup: ~2–3 days in office per week.
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