03 Oct
|
Stepping EDGE
|
Coimbatore
03 Oct
Stepping EDGE
Coimbatore
Core Responsibilities
• Design, develop, and deploy computer vision models for tasks such as object detection, segmentation, tracking, classification, and image/video analysis
• Own the full ML pipeline: data collection and labeling strategy, model training, evaluation, and production deployment
• Optimize models for performance, latency, and efficiency on target hardware (cloud, edge, or embedded devices)
• Collaborate with cross-functional teams to translate business requirements into technical solutions
• Build and maintain robust data pipelines and MLOps infrastructure for training and inference
• Debug and improve model performance through rigorous experimentation and error analysis
Role-Specific Knowledge
• 5+ years of hands-on experience building and deploying computer vision systems in production
• Solid proficiency in Python and deep learning frameworks (PyTorch, TensorFlow, or similar)
• Solid understanding of core CV techniques: CNNs, object detection (YOLO, Faster R-CNN, etc.), segmentation, image processing fundamentals
• Experience with model optimization and deployment (ONNX, TensorRT, quantization, edge deployment, or cloud inference services)
• Familiarity with MLOps tools and practices (experiment tracking, CI/CD for ML, model versioning)
• Strong software engineering fundamentals - clean code, version control, testing
• Excellent problem-solving skills and ability to work independently in a fast-paced environment
Preferred Qualifications
• Must have experience in any one of the domains and deployment areas mentioned below.
• Domain experience: Robotics, Healthcare, autonomous vehicles, retail/Manufacturing automation.
• Deployment experience: Edge devices (NVIDIA Jetson), Cloud Platforms (AWS, GCP, Azure), or hybrid edge cloud setups.
• Background in generative vision models (diffusion models, GANs) or vision-language models
• Publications or contributions to open-source CV/ML projects
• Experience with real-time video processing systems
• F
📌 Computer Vision Engineer (Coimbatore)
🏢 Stepping EDGE
📍 Coimbatore