Был нанят с целью создания с нуля и дальнейшего развития направления по машинному зрению. Основной задачей была разработка системы автоведения для подвижного состава.Мною был создан отдел машинного зрения, лаборатория, набраны специалисты по машинному зрению (около 20- ти человек). Командой были успешно реализованы несколько проектов с установкой системы на подвижной состав маневровых и пассажирских локомотивов.Основные обязанности:• Управление командой специалистов по машинному зрению. Создание процессов по управлению проектами и продуктами.• Анализ бизнес-требований и декомпозиция их в требования для разработки.• Проектирование аппаратной и программной части разрабатываемых систем.• Внедрение методов AutoML для автоматизации процессов обучения моделей.• Создание новых продуктов.• Планирование проектов и оценка необходимых ресурсов для их реализации.Основной стек применяемых технологий:• Python, C++, PyTorch, Docker, SQL, CUDA, TensorFlow, DataLake, Agile

A Data Science dept. was established by me and my team which introduced the latest technological solutions and development in this area. The team in the department uses Agile technology, which was elaborated for more convenient, simple and flexible using indata science.The Main direction is Computer Vision, customer identification/verification, analytics, a regression model building, classification model and recommendation systems. Main responsibilities:Probabilistic and predictive models building, recommendations for creating new products and services based on customer’s psychological profile analysis. Enrichment of useful knowledge about customer by analyzing his behavior, communications etc. Participation in the processes of collection and quality control of data for studying.Building machine learning models for data monetization projects within partnership projects.Preparation for the development department of ready-fitted and debugged services forProduction.

Development of a web portal for interviewers

Creation of ITV video surveillance security system and its integration into the gas station control system.All actions of operators and customers at the station are recorded in real time on the video stream in the form of detailed captions and in the database. Import and export data from HOS and BOS to 1C system.I have been developing and supporting a reporting system for primary documents (TORG, INV, KM, NP, price tags with barcodes, etc.) starting from writing scripts to creating document templates.Development of individual reports at the request of the customer (reports on smart-safe, accounting for petroleum products, and many others). Integrating them into the control system on BOS and HOS.

In the company, i alone supported a corporate portal on the basis of MS Sharepoint Server.My owner responsibilities:Creation and supported workflow for documents, customize interface.I created my reporting system (a separate service outside of sharepoint) based on data from a corporate portal.

Development and implementation of parking automation software.Owner projects:Create a number-plate recognition module. For implementation were used, Haar cascades and neural networks.Was created reporting service for BOS and HOS systems (was used FastReport, SQL Reporting Service, CrystalReport)For the factory was written applications with automatically testing devices (dispensers, light displays, GPRS and 3G modems, etc.)Gained experience working with COM and USB ports according to the OPC standard.Using InstallShield, was created a boxed version of the program for the customers.

Creation of programs for complex mathematical calculations (for multiprocessor computing clusters). My area of ​​responsibility included full-cycle software development: writing specifications, designing, writing code, testing, creating user documentation, and introducing new applications.List of main works:- Used neural networks to recognize markings and road signs for RosDor.- Creation and support of a confidential data encryption service.- Researching of the neural networks in cryptographic algorithms.