Software Engineer, Machine Learning Intern
Vebits (Singapore)
Train and quantize ResNet-50 and YOLOv7 models with ByteTrack for image classification, object detection and tracking
Build real-time video streaming system (1080p resolution at 30fps) integrating machine learning inference on Rockchip and Qualcomm SoC with hardware-accelerated codecs using GStreamer, multiprocessing, and pipelining in Python
Create Python binding for C++ Snapdragon kernel libraries, streamlining development cycle for on-chip machine learning systems, bringing down inference time by 25 times compared to pure Python implementation
Deliver tools for camera calibration, image orthogonalization, image stitching, distance, and depth estimations with OpenCV, speeding up internal image processing workflow by 55%