izubkov / izubkov.github.io

ILYA ZUBKOV

contacts

[email protected]

github.com/izubkov

I’m a Data Engineer / Python Developer with keen interest in Systems Design and Architecture.

Skills

• Data Engineering: python ecosystem, Dask, Airflow, (Spark)
• Data Analysis: polars, pandas, tidyverse
• DBs: PostgreSQL
• experience with distributed systems: design, implementation, unit/integration testing
• hands-on experience with functional programming paradigm

Experience

Integration Engineer / Data Engineer, Mercaux Inc. | Barcelona, Spain — 2019-2024

Role:

Design and development of robust ETL system specializing in delivery data from B2B clients to Mercaux REST API. Implementation of EDA (exploratory data analysis) workflows within JupyterHub environment.

Technology:

• JupyterHub
• Spark, Dask
• Airflow
• Docker
• AWS (EMR, EC2, S3, IAM)

Programming Languages:

Python, PostgreSQL

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Lead Data Engineer, Metrix.AI | Hong Kong — 2018-2019

Role:

Lead the development of high-load machine learning system that correlates clickstream users data to their Big 5 psychology traits.

Technology:

• Spark, MLLib
• Tensorflow, Keras
• tidyverse, pandas, numpy
• AWS (EMR, EC2, S3)

Programming Languages:

Haskell, Scala, R, Python, PostgreSQL

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Haskell Software Developer, Kraftool GmbH | Moscow, Russia — 2012-2017

Role:

Design and development of a multi-agent simulation for an automatic warehouse.

Technology:

• numpy, networkx, matplotlib
• PyQt
• Redis

Programming Languages:

Haskell, Python, R, C++, MS SQL

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Software Developer, OAO “Brit” | Moscow, Russia — 2009-2011

Role:

Development of a game portal as a part of an in-house social network project. 3D games development.

Technology:

• Erlang
• RabbitMQ
• WebGL, Blender

Programming Languages:

Erlang, Python, JavaScript, GLSL

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Research Engineer, ITAE (Russian Academy of Science) | Moscow, Russia — 2009

Role:

Development of laboratory software for radiolocation studies.

Technology:

• C++
• Matlab
• LabView

Education

Lomonosov Moscow State University (MSU), Moscow, Russia

Master of Science in Physics, 2003-2009

Courses

Massachusetts Institute of Technology

Computer System Engineering (6.033)

University of Innsbruck (Department of Computer Science)

SAT/STM Solving (PS2 SS 2018 703048)

Carnegie Mellon University

CMU Deep Learning (CMU 11-785)

Workshops

PPAML-2016

DARPA-funded project that is aimed at advancing the state of the art in machine learning, held by Galois Inc.