Senior Computer Vision/Deep Learning Engineer
Location: KrakowWe are utilizing a city's existing fleet and a growing number of mobile devices connected to our network, we collect real-time data that supports the enforcement of traffic laws. 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
SKILLS
MUST
- 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
- Experience in C++
- Knowledge of Nvidia TensorRT, DeepStream SDK
- Experience in deep learning models optimization (pruning, quantization, knowledge distillation etc.)
- Competitive salary
- Luxoft Training Center
- Access to e-learning Library
- Individual development plans
- Long-term cooperation with possibility to gain experience in different projects and technologies
- A significant number of professional communities (Agile Community, Tech Community, Business Analysis Community, etc.)
- Group Life Insurance
- Private healthcare insurance – LuxMed. Unlimited access to specialist consultations with Dental Care included
- Medical costs reimbursement for employees (up to certain amount per quarter)
- Travel Insurance
- Benefit Program - Cafeteria and Multisport Card
- Various communities (sport, recreation activities, trips, board games, cultural and educational activities)
- Discounts program for employees – BeLux (banking offer, car leasing offer and cafeteria program discount)
- Convenient locations in a modern offices with game rooms
- Multinational projects for clients all over the world
Check out our open roles at career.luxoft.com
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Opis stanowiska
We are utilizing a city's existing fleet and a growing number of mobile devices connected to our network, we collect real-time data that supports the enforcement of traffic laws. 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
SKILLS
MUST
- 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
- Experience in C++
- Knowledge of Nvidia TensorRT, DeepStream SDK
- Experience in deep learning models optimization (pruning, quantization, knowledge distillation etc.)
- Competitive salary
- Luxoft Training Center
- Access to e-learning Library
- Individual development plans
- Long-term cooperation with possibility to gain experience in different projects and technologies
- A significant number of professional communities (Agile Community, Tech Community, Business Analysis Community, etc.)
- Group Life Insurance
- Private healthcare insurance – LuxMed. Unlimited access to specialist consultations with Dental Care included
- Medical costs reimbursement for employees (up to certain amount per quarter)
- Travel Insurance
- Benefit Program - Cafeteria and Multisport Card
- Various communities (sport, recreation activities, trips, board games, cultural and educational activities)
- Discounts program for employees – BeLux (banking offer, car leasing offer and cafeteria program discount)
- Convenient locations in a modern offices with game rooms
- Multinational projects for clients all over the world
Dodatkowe informacje
- Ostatnia aktualizacja
- Wymiar etatu
- Pełny etat
- Rodzaj umowy
- Na czas nieokreślony
- Liczba wakatów
- 1
- Min. doświadczenie
- Bez doświadczenia
- Min. wykształcenie
- Bez wykształcenia
- Branża / kategoria
- Praca IT - Project Management / Consulting, Praca IT - Programowanie / Software Development, Praca IT - Infrastruktura / DevOps / Cloud