Працював в 7 компаніях 9 років 11 місяців
Інше, IT, Банки, Енергетика та Енергоносії
data scientist
Noosphere
Інше
1 рік 7 місяців
11.2015 - 05.2017
Data mining, analytics, research and development of the decision making and recommendation system (deep learning, clustering, classification, features maps, etc). Prototyping and building advance analytics reports (regression, trend detection, k-means, artificial neural networks in Tableau with R), anomaly detection system using Hierarchical Temporal Memory approach from Nupic (Numenta Platform for Intelligent Computing). Development and amplification of the data science team. The main development environments are R, Tableau, Jira,
TensorFlow/Python, HP database Vertica.
Mathematician-programmer
aiWorker.com/mindhack.me
Інше
10 місяців
11.2014 - 08.2015
Design and development of the context based algorithm in the field of Brain Computer Interfaces. Successfully implemented cloud based solution as well as client application for Android OS. Creation of innovative EEG based interface for Google Glasses and AttentionCorrection system (unification of EEG and tDCS technology) for mining companies with extension for military area. In cooperation with exosphe.re created first part of the leadingedge scientific research bootcamp (An EndogenouslyPowered Space Elevator, copernicus.exosphe.re). The main development environments are R, Eclipse (Android/Java), GitHub.
Capacity/Performance Engineer
EPAM / Epam Systems
IT
4 роки 3 місяці
08.2010 - 10.2014
Research, design and implement best practice solutions to data mining problems. Managed all phases of the capacity and performance analyses process, including raw data collection, features detection and extraction using full range of mathematical methods (such as statistics, timeseries forecasting, neural network) and reporting results in clear manner to high management stuff. Successfully implemented automated process of data analyses and reporting using R. The main development environments are R, SAS, MS Office, SQL.
Financial Analyst
WorldAPP
Інше
8 місяців
01.2010 - 08.2010
Design and implementation of KPI's for project management (based on tools such as saleforce.com and @task) as well as for other areas of financial analyses.
Application Management
Barclays Capital Ukraine
Банки
10 місяців
06.2008 - 03.2009
As part of application management support team, I have working out on the model for the automated audit process (stocktaking and qualities of the data, using a mathematical apparatus). Analysis of the existing mathematical processes, models and introducing the offer on their improvement and optimization.
Analyst
PowerLytix
Енергетика та Енергоносії
1 рік 7 місяців
11.2006 - 05.2008
As part of R&D team my main focus was on data analysis, modeling price, demand and other multi dimensional time series related to North American financial market.The main development environments are Matlab, Excel, Python.
Analyst
Vattenfall Europe Sales GmbH
Енергетика та Енергоносії
3 місяці
10.2005 - 12.2005
As part of R&D team my main focus was on data analysis, modeling temperature dependence of load and other multi dimensional time series, by using stateoftheart techniques like artificial neural network, fuzzy logic, clustering, and classification. Some of the results were published in research papers. The main development environments are Matlab, Excel.
Ключова інформація
- 10+ years of professional R&D experience
- Advanced analytical and problem-solving capabilities
- Advanced in-depth knowledge in Data Mining, Neural Network, Cortical Algorithm, Statistical Analysis, Time-Series Forecasting, Dynamic Systems and Brain Computer Interfaces
Навчався в 2 закладах
University of Applied Science, FH RavensburgWeingarten
Mechatronics
Weingarten, Germany, 2005
Brest State Technical University
Computer Engineering
Brest, Belarus, 2003
Володіє мовами
Англійська
вільно
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Польська
вільно
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Курси, тренінги, сертифікати
The Hong Knog University of Science and Technology (edx.org)
Introduction to Java Programming
Santa Fe Institute (www.complexityexplorer.org)
Nonlinear Dynamics: Mathematical and Computational Approaches
University of Illinois (coursera.org)
Creative, Serious and Playful Science of Android Apps
Johns Hopkins (coursera.org)
R Programming
Johns Hopkins (coursera.org)
Practical Machine Learning
University of California Berkeey (coursera.org)
Quantum Mechanics and Quantum Computation
Certificate of Completion training in TeamQuest Model
Ttraining in TeamQuest Model
The George Washington University (School of Business)
Managing IT Projects
Додаткова інформація
PUBLICATIONS
1. I. Rubanau, V. Adecova. The differential equations with late argument // Proc. of scientificpractical conference of students "Mathematics and Computer". - Brest, Belarus, 2000. - p. 43.
2. I. Rubanau. Matrix algorithm of training of a neural network with use gradient methods // Proc. of VI Republican scientific conference of students "New mathematical methods and computer technologies". - Gomel, Belarus, 2003. - p. 36.
3. I. Rubanau, J. Savitsky. Models of neural networks for forecasting time series // Proc. of VI International scientificmethodical conference "The Science and education in conditions of socially economic transformation of a society". - Minsk, IMK, Belarus, 2003. - pp. 180-182.
4. I. Rubanau, V. Rubanau. Using Neural Network for Time Series Forecasting // Pattern Recognition and Information Processing (PRIP"2005): Proceedings of the Eighth International Conference (18-20 May, Minsk, Belarus). Minsk: Propilei, 2005, p.471-473.
5. I. Rubanau. Using Artificial Neural Network and Statistical Approaches for Time Series // Proc. of IV Republican scientific conference of scientists and students: "Modern problems of mathematics and computers ". 28-30 November, Brest, Belarus, 2005, p.21-23.
Ihar
Ihar
Data scientist

Київ
Готовий переїхати: Київ, Львів, Одеса
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