Computer vision / Deep learning engineer

Experience

6 months of working on volunteer project related to flying drones: visual navigation, object tracking, video processing, algorithms optimization.

6 years of experience in Image processing algorithms development. Deep learning implementation for image processing, segmentation, classification, object detection (segnet, u-net, yolo, resnet, mobilent).
Video processing and streaming with devices that have limited computing capabilities (raspberry).
Working with custom cameras from lens elements calibration to video streaming. (Python)

2 years of working on mobile app project related to maps (flutter).

1.5 years of experience in deep learning/computer vision (C++).

Technologies: git, linux, bash, docker, redis, NATS, fastAPI, flutter, maps.

Cloud services: azure, google, aws.

Libraries: openCV, numpy, gstreamer, picamera2, tensorflow, pytorch, scikit-learn, scikit-image, pandas, scipy, gdal, fastAPI, pydantic.

Served as a team lead in several projects (3+ years).

Languages: python (main), C++ (secondary).

Skills

Python Deep Learning Machine Learning Git C/C++ Computer Vision GIS GDAL OpenCV Gstreamer Numpy Pandas Tensorflow Scikit-learn Docker Redis REST Geopandas Flutter

Highlights

Passed the way from the first deep learning frameworks (FANN, Caffe). Created several custom deep learning algorithms for image processing (more details in conversation). Implemented algorithms for vector imagery processing. Deployed various self hosted services for different purposes: gitalb, docker registry, python package registry, jira, cvat, etc...
Designed and implemented several imagery/video data processing projects from scratch.
Developed flutter mobile application for working with map.

Looking for

Working with image processing / deep learning algorithms. Development and optimization of algorithms for devices with limited computing capabilities. Research of new approaches, proof of concepts, challenging tasks, team work, new experience.

Preferred language

Українська