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Machine Learning Engineer
Machine Learning EngineerOpEase • bangalore, karnataka, in
Machine Learning Engineer

Machine Learning Engineer

OpEase • bangalore, karnataka, in
4 hours ago
Job description

Machine Learning Engineer (2D→3D Reconstruction & Workflow Intelligence)

OpEase Technologies builds a high-precision, web-based surgical planning platform for orthopedic and spine surgeons. Doctors use OpEase to securely store patient data, upload X-rays, calibrate, measure, and plan surgeries through advanced geometry tools and clinical logic.

Role Overview :

We’re hiring an ML Engineer who will own the core AI systems powering OpEase — specifically :

  • Reconstructing 3D anatomical structures from orthogonal 2D X-rays , and
  • Building intelligent auto-selection and auto-suggestion logic for measurement and planning tools inside our surgical workflow.

This is not a research-only role. You will be responsible for designing, training, validating, and deploying production-grade ML systems that directly impact surgical decision-making. Clear problem statements and datasets will be provided; you are expected to execute with speed and rigor.

What You Will Build (Very Specific) :

  • A robust 2D→3D spine / long-bone reconstruction model using dual-view X-rays (AP + lateral)
  • Landmark / keypoint detection models for vertebrae, femur / tibia, pelvis, etc.
  • Heatmap regression networks for anatomical feature extraction
  • A model-driven auto-selection system that identifies which OpEase tool the surgeon requires based on image context and user behaviour
  • End-to-end inference pipeline integrated into our MERN + Cornerstone-based viewer
  • Continuous evaluation pipelines for accuracy, latency, and failure-case analysis
  • Responsibilities :

  • Architect and train models for 2D→3D anatomical prediction using multi-view geometry, implicit fields, NeRF / DVGO variants, or transformer-based approaches
  • Build landmark detection modules for calibration, templating, and surgical planning
  • Design the autosuggestion engine : tool intent prediction, context modelling, clinical-rule integration
  • Manage data pipelines for X-ray preprocessing, augmentation, versioning, annotation QC, and synthetic dataset generation
  • Validate models with surgeons; refine based on clinical feedback
  • Deploy models to production (REST endpoints, ONNX / TensorRT optimization, GPU / CPU fallback)
  • Maintain experiment logs, metrics dashboards, and detailed model documentation
  • Requirements (High Priority & Non-Negotiable) :

  • Minimum 4 years of full-time experience in ML / Deep Learning with shipped models in production
  • Strong experience in computer vision for geometry problems : keypoints, reconstruction, pose estimation, volumetric prediction
  • Hands-on expertise with PyTorch , multi-GPU training, and advanced optimization techniques
  • Prior work with DICOM / X-ray / medical imaging OR demonstrably adjacent experience (e.g., industrial CV, robotics perception, pose estimation)
  • Proven ability to independently take a model from idea → dataset → training → evaluation → production
  • Strong mathematical grounding in 3D geometry, camera models, coordinate transforms, and projection systems
  • Excellent documentation and communication skills
  • Bonus (Big Plus) :

  • Experience with NeRFs, implicit neural representations, depth inference, or differentiable rendering
  • Experience building autosuggestion systems, ranking models, or intent prediction in complex workflows
  • Why Join :

  • You will own the foundational AI layer for India’s most advanced orthopedic planning platform
  • Clear, well-scoped problems and direct access to clinicians who use your models
  • Chance to build category-defining medical AI from the ground up
  • High ownership, high-impact role in a company scaling rapidly across India and global markets
  • Hybrid role with periodic clinical onsite work.

    Compensation : ₹18–24 LPA + ESOPs.

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    Machine Learning Engineer • bangalore, karnataka, in

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