1 month ago
Gurgaon, IndiaSenior
Responsibilities
- Evaluate, benchmark, adapt, train, and fine-tune computer vision architectures for real-time production use.
- Design data preprocessing, augmentation, annotation, and active learning workflows for imbalanced and noisy visual datasets.
- Optimize deep learning inference for latency and throughput constraints using TensorRT, ONNX Runtime, and DeepStream.
- Apply post-training quantization, knowledge distillation, and other model compression techniques.
- Implement continuous monitoring for data drift and edge-case model failures in production.
- Collaborate cross-team and contribute to applied research and edge/cloud production engineering.
Requirements
- Bachelor's degree in software engineering, computer science, or a related discipline with 5+ years of experience; alternatively, a relevant master's degree with 5+ years of experience or a relevant PhD with 2+ years of experience.
- Five or more years of hands-on experience designing and training computer vision models in production or applied research environments is preferred.
- Proficiency in Python and PyTorch or TensorFlow, with a strong foundation in OpenCV and NumPy.
- Proficiency in end-to-end MLOps practices.
- Strong theoretical and practical knowledge of CNNs, Vision Transformers, attention mechanisms, and modern real-time detector architectures.
- Experience with video streaming protocols and pipelines such as RTSP, WebRTC, GStreamer, FFmpeg, or NVIDIA DeepStream is desirable.
- Strong communication and cross-team collaboration skills.
Benefits
- Hybrid work flexibility.
- No travel required.
Categories
About Stryker
Stryker designs and manufactures medical devices and equipment for hospitals and surgeons, spanning orthopaedic implants, trauma and spine hardware, surgical tools, endoscopy, navigation, and patient care equipment. The NYSE-listed company, founded in 1941 and headquartered in Kalamazoo, Michigan, sells products and related services worldwide to health systems and ambulatory centers. It reported $22.6 billion in 2024 sales and markets its portfolio across roughly 75 countries.