Computer Vision Engineer
2 days ago
Profile
We are looking for a highly skilled Deep Learning Engineer to develop, implement, and optimize deep learning models. The ideal candidate will have expertise in neural networks, data processing, and model deployment to drive advanced AI solutions across various industries.
Requirements
- Experience in development and implementation of computer vision products with a large scale data processing / analytics. Should have developed state of art AI/ML and DL applications/products.
- Experience working on TensorFlow, PyTorch, ONNX, MXNet, Caffe, OpenCV, Keras, CNN, R-CNN, DNN, CuDNN, RNN, Mask R-CNN, YOLO, ResNext, GoogleNet, AlexNet, ResNet. SegNet, VGG Net, etc., Neural networks, frameworks and platforms.
- Solid programming skills with Python and C/C++. Good to have MatLAB experience.
- Should have used GPU computing (CUDA, OpenCL) and HPC
- Knowledge and experience in using pykafka, kafka broker, various messaging and steaming services.
- Hands on experience in developing efficient Computer Vision products.
- Should have extensive experience in cloud like AWS/Azure and Google.
- Implementation of research papers at the expected level of quality.
- Experience in using the dockerized container with micro services for deploying the applications.
- Experience in using the NoSQL databases.
- Ability to optimize the models to TensorRT and publishing for various edge devices.
- Hands-on experience in using and deploying optimized models for NVIDIA Jetson Nano, TX1, TX2, Xavier NX, AGX Xavier and Raspberry Pi, other edge devices with DeepStream, GStream etc.
- Experience with Samsung Neural is an advantage.
Responsibilities
- Own the product development milestone, ensure delivery to the architecture and identify challenges.
- Drive innovation in the product catering to successful initiatives and engineering best practices to be followed by core product development teams in the company.
- Developing, porting and optimizing computer vision algorithms and data structures on proprietary cores; Perhaps using design, implement, validate, and release applications.
- Involved in research and development effort of advanced product-critical computer vision components covering key product critical perception features such as feature extraction, tracking objects, sensor calibration.
- Solid foundation in computer vision: photogrammetry, multi-view geometry, visual SLAM, detection and recognition, 3D reconstruction.
- Write maintainable, reusable code, leveraging test-driven principles to develop high quality computer vision and machine learning modules.
- Visualization and solid understanding of deep neural networks.
- Experience with object detection, tracking, classification, recognition, scene understanding.
- Excellent knowledge on any/all of the given concepts in Computer Vision namely image classification, object detection and semantic segmentation developed using state of the art deep learning algorithms
- Experience/exposure to usage of open source technologies.
- Experience in owning technical architecture of the products, planning roadmaps and technically managing the team.
- Evaluate and advise on new technologies, vendors, products and competitors.
- Initiative and the ability to work independently and in a team.
- Must have managed teams but at the same time be a hands-on technology person.
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