Talent.com
Machine Learning Engineer
Machine Learning EngineerOpEase • bangalore, karnataka, in
Machine Learning Engineer

Machine Learning Engineer

OpEase • bangalore, karnataka, in
19 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.

    Create a job alert for this search

    Machine Learning Engineer • bangalore, karnataka, in

    Related jobs
    Machine Learning Engineer

    Machine Learning Engineer

    Digile • Bengaluru, Karnataka, India
    We are looking for a passionate and skilled AI Consultant to work.The ideal candidate will have strong experience in Data Analytics, AI / ML, Predictive Modelling , and Statistical Analysis...Show more
    Last updated: 18 days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    AB InBev GCC India • Bengaluru, IN
    And more than ever, it’s our future.A future where we’re always looking forward.Always serving up new ways to meet life’s moments. A future where we keep dreaming bigger.We look for people with pass...Show more
    Last updated: 6 hours ago • Promoted • New!
    Machine Learning Engineer

    Machine Learning Engineer

    BayOne Solutions • Bangalore, IN
    Machine Learning Development & Implementation (40%).Design and implement end-to-end ML pipelines for recommendation systems, search ranking, and classification problems. Build and optimize tradition...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Recro • Bengaluru, IN
    Job Description : AI / ML Engineer (3D Geometry & Manufacturing).We are seeking an exceptionally talented and entrepreneurial. Design for Manufacturability (DFM).If you are passionate about leveraging ...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Siemens Digital Industries Software • Bangalore, IN
    Siemens EDA is a global technology leader in Electronic Design Automation software.Our software tools enable companies around the world to develop highly innovative electronic products faster and m...Show more
    Last updated: 6 hours ago • Promoted • New!
    Senior Machine Learning Engineer

    Senior Machine Learning Engineer

    AB InBev GCC India • Bengaluru, Karnataka, India
    And more than ever, it’s our future.A future where we’re always looking forward.Always serving up new ways to meet life’s moments. A future where we keep dreaming bigger.We look for people with pass...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Wissen Infotech • Bangalore Urban, Karnataka, India
    Job Title : Machine Learning Engineer.Wissen Infotech has been a trusted leader in the IT Services industry for over 25 years, delivering high-quality solutions to a global clientele.Within Wissen, ...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Responsive • Bangalore, IN
    Responsive is looking for an ML Engineer with a strong background in Python, NLP, structured and unstructured data, and basic understanding of ML and DL algorithms / frameworks.The ideal candidate wi...Show more
    Last updated: 6 hours ago • Promoted • New!
    Senior Machine Learning Engineer

    Senior Machine Learning Engineer

    Tata Consultancy Services • Bangalore, IN
    Senior Machine Learning Engineer.Senior Machine Learning Engineer.Developer with hands on experience in ML Algorithms.Required technical Skill Set : -. A Senior Machine Learning (ML) Engineer designs...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    OpEase • Bengaluru, Karnataka, India
    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...Show more
    Last updated: 1 day ago • Promoted
    Senior Machine Learning Engineer

    Senior Machine Learning Engineer

    Elife Transfer • Bengaluru, Karnataka, India
    A fast-growing start-up headquartered in San Francisco, CA, USA in the heart of Silicon Valley.We recruit worldwide as our customer base is global. Reliable ground transportation provider, any type ...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Kresta Softech Private Limited • Bangalore, IN
    Python and AI / ML-powered applications.Strong understanding of ML / NLP concepts, especially in areas such as text classification, summarization, and conversational AI. Proficiency working with Langcha...Show more
    Last updated: 6 hours ago • Promoted • New!
    Machine Learning Engineer

    Machine Learning Engineer

    UptimeAI Inc. • Bengaluru, Karnataka, India
    UptimeAI is leading the way in predictive analytics and AI-driven solutions to optimize operational uptime and reduce downtime for industrial and enterprise clients. Our innovative platform harnesse...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    goML • Bangalore, IN
    Looking for a culture to thrive & build a rewarding career for yourself, join the core team of young hustlers building the next generation of Machine Learning platform & services.You will develop t...Show more
    Last updated: 30+ days ago • Promoted
    Senior Machine Learning Engineer

    Senior Machine Learning Engineer

    Chargebee • Bangalore Urban, Karnataka, India
    Chargebee is a subscription billing and revenue management platform powering some of the fastest-growing brands around the world today, including Calendly, Hopin, Pret-a-Manger, Freshworks, Okta, S...Show more
    Last updated: 14 days ago • Promoted
    Machine Learning Engineer - MLOps

    Machine Learning Engineer - MLOps

    Saarthee • Bengaluru, Karnataka, India
    Saarthee is a Global Strategy, Analytics, Technology and AI consulting company, where our passion for helping others fuels our approach and our products and solutions. Our diverse and global team wo...Show more
    Last updated: 30+ days ago • Promoted
    Senior Machine Learning Engineer

    Senior Machine Learning Engineer

    Saarthee • Bengaluru, Karnataka, India
    Saarthee is global analytics consulting firm unlike any other, where our passion for helping others fuels our approach and our products and solutions. We are a one-stop shop for all things data and ...Show more
    Last updated: 30+ days ago • Promoted
    Machine Learning Engineer

    Machine Learning Engineer

    Capgemini • Bengaluru, Karnataka, India
    Basic understanding of machine learning frameworks such as TensorFlow, PyTorch, or Hugging Face.Knowledge of neural network architectures, particularly in areas like Transformers and basic deep lea...Show more
    Last updated: 30+ days ago • Promoted