Data Scientist | Converged Technology
CurrentDeveloping computer vision solutions to enhance productivity and safety in mining environments. Key areas of work involve development of vision-based automation and process monitoring solutions with a focus on algorithm development, including:• Development of time-series algorithms for point clouds and video streams to support autonomous motion of machinery. I have worked on solutions for collision avoidance, autonomous steering, and environment mapping. Typical workflow involves data… Show more Developing computer vision solutions to enhance productivity and safety in mining environments. Key areas of work involve development of vision-based automation and process monitoring solutions with a focus on algorithm development, including:• Development of time-series algorithms for point clouds and video streams to support autonomous motion of machinery. I have worked on solutions for collision avoidance, autonomous steering, and environment mapping. Typical workflow involves data preprocessing and development of classical algorithms, mathematical models, and optimizations with Numpy, Scipy, OpenCV.• Deployment of process monitoring solutions, including remote equipment monitoring and object detection. Responsibilities include selection and deployment of sensors and imaging technology, development of event detection and control software, and database management. Study and integration of modern object detection and generative models is also involved.• Development of ROS environments and drivers; integration of ROS coordinate frames and mesh models into control software.Core competencies: Mathematics, Probability | Numpy, Torch, TensorFlow | Classical image processing and modern deep learning architectures.Tech stack: Python, SQL, Django, Git, Conda, Docker, ROSCompute platforms: Windows, Linux, JetPack (Nvidia Jetson) Show less