Senior Software Engineer-Computer vision
Stryker · Gurgaon
Collected role description
Responsibilities Evaluate, benchmark, and adapt frontier vision architectures (e.g., YOLO variants, R-CNN, Vi Ts, Transformers, Mobile Net backbones). Design, train, and fine-tune computer vision models using Py Torch, Torch Vision etc. Architect data preprocessing, augmentation and annotation workflows for imbalanced and noisy visual datasets. Optimize deep learning models for strict latency/throughput budgets using Tensor RT, ONNX Runtime, Deep Stream etc. Apply model compression techniques including post-training quantization (INT8/FP16) and knowledge distillation. Implement active learning loops and continuous monitoring systems to track data drift and edge-case model failures in production. Minimum Qualification Bachelor's degree in software engineering/ Computer Science or related discipline with 5+ years of work experience or Master’s in relevant disciplines with 5+ years of experience or Ph D degree in relevant disciplines with 2+ years of work experience. Preferred Qualifications 5+ years hands-on experience designing and training computer vision models in production or applied research environments. Proficiency in Python and Py Torch (or Tensor Flow); solid foundation in Open CV and Num Py. Proficiency in end-to-end MLOps practices. In-depth theoretical and practical grasp of Classic & modern CNNs (Res Net, Efficient Net, Conv Ne Xt). Vision Transformers & attention mechanisms (Vi T, Swin, DETR, RT-DETR). Modern real-time detector architectures (YOLO*, RT-DETR, SSD). Excellent communication skills with the ability to work cross-team. Good to have Experience with video streaming protocols and pipelines (RTSP, Web RTC, GStreamer, FFmpeg, or NVIDIA Deep Stream). Travel Percentage: None Stryker is one of the world’s leading medical technology companies and, together with its customers, is driven to make healthcare better. We offer innovative products and services in Orthopaedics, Medical and Surgical, and Neurotechnology and Spine that help improve patient and hospital outcomes. We are proud to be named one of the World’s Best Workplaces! For more information, visit: www.stryker.com Work Flexibility Remote – Role allows you to work the majority to 100% of time from an alternate workplace. These roles could have travel expectations, and you must work within the country of the job requisition location. Field-based – You can expect to regularly work a majority to 100% of time at customer facilities and has a set territory or expectation to travel within a set boundary. Almost all sales roles would likely be qualified as field-based. Onsite – Role is 100% located at a Stryker facility. Some ad hoc flexibility may be available depending on role, level, and job requirements. Manufacturing roles and any role that requires physical presence at the office would qualify under this category. Hybrid – You can expect to regularly work in both an alternate workplace and a Stryker facility. Roles that are partially remote or co-located would qualify as hybrid, and the expectation to be onsite would be defined and agreed upon by your manager/supervisor.
Collected experience requirement
5+ years