Position: Senior Computer Vision/Deep Learning Engineer
Company: luxoft
Category: Other
Experience required: 5y
English level: upper
Published: 2022-03-01T00:00:00+02:00

Project Description:

We are implementing the first technology provider to create a vision-based solution capable of detecting, understanding, and determine causation of traffic violations, to help cities achieve their Vision Zero safety goals.

Responsibilities:

• Responsible for developing computer vision and machine learning technologies for prototyping and deployment on cloud and embedded systems.
• Building road scene reconstruction system using computer vision and other sensors with following techniques:
        - applied deep learning (object detection, semantic segmentation, depth prediction etc.)
        - motion & trajectory estimation,
        - scene understanding,
        - visual odometry,
        - sensor fusion,
        - mutli-object tracking,
        - camera calibration,
        - parameter estimation & optimization
        - lanes and road layout estimation
• Experimenting with real-world data to validate, evaluate and improve the algorithms.
• Responsible for productizing the CV/ML algorithms into product features, with support and guidance from other system engineering teams

Mandatory Skills Description:

• Computer Science engineering degree or equivalent - Math, Physics or similarly quantitative-heavy background
• Experience with OpenCV and Pytorch, also other computer vision/deep learning libraries
• Experience in building visual data processing pipelines, including the design of necessary validation automation
Ability to transfer prototyping code/algorithm into production grade feature of a working system (C++)
• Experience in Python, OpenCV, Dlib
• Experience with common Machine Learning methods
• Experience with Pytorch, Keras or TensorFlow is a plus
• Experience in using Deep Learning models in automotive projects (object detection, scene semantic segmentation etc.)
• 5+ years of experience ii IT projects, ideally similar position

Nice-to-Have Skills:

• Experience in C++
• Knowledge of Nvidia TensorRT, DeepStream SDK
• Experience in deep learning models optimization (pruning, quantization, knowledge distillation etc.)