Computer Vision Engineer
InfosysJob Description
Computer Vision
• Deep Learning Frameworks: Proficiency in TensorFlow, PyTorch, or other deep learning libraries. • Computer Vision Tools: Expertise in OpenCV, Dlib, and other image processing libraries. • Model Deployment: Experience deploying models to production using platforms such as AWS, Google Cloud, or NVIDIA Jetson (for edge devices). • Algorithms: Strong understanding of core computer vision techniques like image classification, object detection (YOLO, Faster R-CNN), image segmentation (U-Net), and feature extraction. • Programming Languages: Proficient in Python, C++, and other relevant programming languages for computer vision tasks. • Data Handling: Experience working with large datasets, data augmentation, and preprocessing techniques. • Optimization: Skills in model optimization techniques such as pruning, quantization, and hardware acceleration (e.g., using GPUs or TPUs). • Experience with state-of-the-art computer vision techniques like GANs, reinforcement learning for vision tasks, and self-supervised learning. • Familiarity with edge-computing frameworks (e.g., TensorRT, NVIDIA DeepStream) for deploying models on embedded systems. • Contributions to open-source projects or published research papers in computer vision or related fields. • Stay up-to-date with the latest advancements in computer vision, deep learning, and AI, and apply this knowledge to push the boundaries of current solutions. • Conduct research to advance the field of computer vision, including contributing to the development of new algorithms, frameworks, or methodologies. • Design and implement novel computer vision models and algorithms for tasks such as object detection, image segmentation, optical character recognition (OCR), and facial recognition. • Utilize large datasets to train, test, and improve models, optimizing for both performance and efficiency. • Develop end-to-end computer vision pipelines, from data acquisition and preprocessing to model training, testing, and deployment. • Optimize models for both accuracy and real-time performance, leveraging tools such as TensorFlow, PyTorch, and OpenCV.Job role
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