Nikita Balabanov
Software and Machine learning engineer at ITMO University- Claim this Profile
Click to upgrade to our gold package
for the full feature experience.
-
German Elementary proficiency
-
English Professional working proficiency
-
Russian Native or bilingual proficiency
Topline Score
Bio
Experience
-
ITMO University
-
Russian Federation
-
Higher Education
-
300 - 400 Employee
-
Software and Machine learning engineer
-
Feb 2022 - Present
Software development for scientific research. Main spheres - neural networks ensembling, time series classification and clustering, neural architecture search. Writing parts of scientific researches. Datasets analysis. My main project here is developing of a module for anomaly detection and recognition in time series data from industrial pipelines scanning. This module will be part of Fedot.Industrial framework. My tasks includes: - Managing the schedule of the entire development process because I work on this project almost single handedly. - Creating a pipeline-based architecture for the module - Researching and developing a method for data extraction from sets of time series. - Researching and developing different methods for anomaly zones search. - Researching and developing different methods for anomaly recognition - dataset- and clusterization- based ones mostly. - Creating a set of time series features for recognition of anomalies. - Writing documentation - Unit and integration tests for elements of the module - Creating datasets of anomalies - Creating test versions of interfaces and visualization. Resulted module has ~90% of accuracy in detection of critical anomalies and ~79% of accuracy in detection of heavy anomalies. Show less
-
-
-
ООО «Свизитом»
-
St Petersburg City, Russia
-
Software Developer
-
Mar 2022 - Jul 2022
I had developed a highly reliable software for automatically parking gates controlling. With all stages of developing - from idea and an architecture to testing and deploying on Jetson Nano. My tasks included: - Creating a high reliable architecture for the project - Developing and refactoring of all the code - Unit and integration tests - Formal description of business-logic of the system - Developing hardware-connected modules - MQTT-based gate controller, modules for getting frames from RTSP-cameras in real time. - Developing fully real time system with minimum delay time - 1-3 seconds. - Building of Docker-containers for project, mongo-database and MQTT-controller and deploying it on Jetson Nano. - Writing project documentation Show less
-
-
-
ООО «Техтранс»
-
St Petersburg City, Russia
-
Software Engineer
-
Aug 2021 - Feb 2022
I was in team that developed an automatically system of safety controlling for railway crossings. My tasks included: - Creation of a datasets for train very light model of human detection for using on Jetson Nano, - Building and deploying Docker-containers for Jetson Nano, - Trainings of models on remote servers, - Developing of image preprocessing module(mostly for cleaning frames from weather effects like rain, snow and flying insects at nights), - Testing and developing of modules for logging and system health monitoring, - Research and developing of CV-based methods of railways' traffic monitoring - Developing a back-end module for configuration the system Show less
-
-
-
ООО «Апгрейд»
-
Ryazan’, Russia
-
Computer Technical Specialist
-
May 2014 - Jul 2021
PC and laptop support, user software support, automatisation scripts creation. Repairing of computer parts - soldering and firmware updating. PC and laptop support, user software support, automatisation scripts creation. Repairing of computer parts - soldering and firmware updating.
-
-
Education
-
Ryazan State Radiotechnical University (former Academy)
Honours Master's degree, Applied Informatics -
Ryazan State Radiotechnical University (former Academy)
Bachelor's degree, Applied Informatics