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Valery Khamenya-AdTech Engineer & Data Scientist

Valery Khamenya
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Munich, Germany

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Experience

Jan 2025 - Jan 2026
Freiburg im Breisgau, Germany

Sr. Data Scientist & Engineer

Virtual Minds

Position Summary
Sr. Data Scientist & Engineer at Virtual Minds
Industries
Advertising
Business Areas
Business Intelligence
Information Technology
Research and Development
  • Development of high-performance ad distribution via auction
  • Holistic (multi-campaign & multi-channel) advertisement placement optimization
  • Algorithmic optimization for NP-Hard/NP-e
  • Multiple Knapsack Problem with constraints
  • Online estimation of parameters in stochastic environments

Tools: Python, R, Kotlin, MILP/SAT/CP Solvers, Pytorch, Pandas, Docker

Sep 2022 - Jan 2024
Freiburg im Breisgau, Germany

Sr. Data Scientist / Sr. Computer Scientist

Virtual Minds

Position Summary
Sr. Data Scientist / Sr. Computer Scientist at Virtual Minds
Industries
Advertising
Information Technology
Business Areas
Information Technology
Marketing
Research and Development
  • Advertisement placement optimization
  • Algorithmic optimization for NP-Hard/NP-Complete problems
  • Polynomial-time approximations for exponential-time complexity problems
  • Multiple Knapsack Problem with constraints
  • Multivariate Statistics, ML/AI for NP-Hard/NP-Complete problems

Tools: Python, R, Kotlin

Oct 2020 - Apr 2022
Munich, Germany

Sr. Data Scientist (ML/DL)

Huawei Research Center

Position Summary
Sr. Data Scientist (ML/DL) at Huawei Research Center
Industries
Information Technology
Telecommunication
Business Areas
Information Technology
Product Development
Research and Development
  • Automated object detection and recognition
  • Machine Learning and Deep Learning implementations
  • TensorFlow- and ONNX-based implementations for ARM64 architecture
  • Multivariate Statistics and Modeling for 2D images
  • Digital Signal Processing (DFT, DTCWT, PCA, SVD, etc.)
  • Robust digital steganography for images and video
  • Broad range of Computer Vision tasks

Tools: Python, R, Julia, TensorFlow, ONNX, Docker, Raspberry Pi, ARM64, OpenCV

Oct 2020 - Jan 2021
Munich, Germany

Consultant on Parallelized Statistical Computations

DEVK Rückversicherung

Position Summary
Consultant on Parallelized Statistical Computations at DEVK Rückversicherung
Industries
Insurance
Business Areas
Information Technology
  • Review of the existing R source code for possible parallelization
  • Time profiling and optimization of the existing R source code
  • Horizontal scaling for the R-based application using AWS Batch

Tools: R, AWS Batch, Terraform, Terratest, Terragrunt

Oct 2020 - Jan 2021
Munich, Germany

Sr. Data Scientist (ML, NLP and Semantic Search)

Gulp GmbH

Position Summary
Sr. Data Scientist (ML, NLP and Semantic Search) at Gulp GmbH
Industries
Information Technology
Business Areas
Information Technology
  • Mentoring on semantic search and natural language processing
  • DS/ML implementation for semantics extraction from the documents
  • Semantic extraction as a microservice on Google Cloud Platform

Tools: Python, nltk, Docker, GCP

Apr 2019 - Sep 2019
Munich, Germany

Spark Architect / Sr. Big Data Engineer (Spark)

Münchener Hypothekenbank eG

Position Summary
Spark Architect / Sr. Big Data Engineer (Spark) at Münchener Hypothekenbank eG
Industries
Banking and Finance
Information Technology
Business Areas
Information Technology
  • built Data Lake from scratch
  • automated Spark batch processing
  • set up full-cycle GitLab CI and GitLab Flow
  • Spark-based data depersonalization and historization
  • defined the Software Developer Guide for the team

Tools: Spark, Hive, Hadoop, Python, PySpark, GitLab, Docker, Docker Hub, Apache Zeppelin, Hortonworks, Nexus, git, Linux toolset

Feb 2019 - Dec 2025
Munich, Germany

Chief Analytics Officer (CAO)

Ludaciti GmbH

Position Summary
Chief Analytics Officer (CAO) at Ludaciti GmbH
Business Areas
Business Intelligence
Research and Development
Strategy
  • mentoring for Advanced Analytics
  • Multivariate Analysis, Correspondence Analysis, Cause and Effect Analysis, Factor Analysis, ICA, PCA, etc.

Tools: R / RStudio, Python / PyTorch

Aug 2017 - Jan 2019
Munich, Germany

Sr. Data Scientist

Telefónica Germany GmbH & Co. OHG

Position Summary
Sr. Data Scientist at Telefónica Germany GmbH & Co. OHG
Industries
Telecommunication
Business Areas
Business Intelligence
Information Technology
Research and Development

Highlight: I am the author of geo-localization technology used by Telefonica

  • Location Intelligence derived from Big Data
  • Geo-localization of subscribers based on anonymized low-level event data produced within mobile network
  • Big Data analysis of network event data using AWS EMR and Spark

Tools: Scala, Spark, Python, R, Zeppelin, Hive SQL, Hadoop, S3, AngularJS, AWS EMR, EC2, Docker, AWS Linux, OpenStreetMap (OSM)

May 2017 - May 2017
Bonn, Germany

Roll-out manager for the mission-critical innovation presentations

Frog Design & Deutsche Telekom AG

Position Summary
Roll-out manager for the mission-critical innovation presentations at Frog Design & Deutsche Telekom AG
Industries
Telecommunication
Business Areas
Information Technology
Project Management
  • Edge computing, "5G" and generic AWS cloud computing
  • Advise on Python-based microservice networking (TCP/UDP/OSC/HTTP)
  • Advise on roll-out, co-working with hardware engineers
  • Advise on DevOps questions

Tools: Python, C++, Docker

Mar 2017 - Mar 2017
Munich, Germany

Attribution modeling consultant

ProSieben

Position Summary
Attribution modeling consultant at ProSieben
Industries
Media and Entertainment
Business Areas
Business Intelligence
Marketing
Strategy
  • Consult about attribution modeling using R
  • Advise on Generalized additive models for time-series (GAM)
  • Advise on Autoregressive Moving Average models (ARMA / ARIMA)
  • Advise on algorithms for optimal budget distribution among assets (algorithms for investment strategies maximizing ROI)

Tools: R

May 2016 - Dec 2016
Wuppertal, Germany

Team-Lead / Delivery Manager during Go-Live Phase

Vorwerk

Position Summary
Team-Lead / Delivery Manager during Go-Live Phase at Vorwerk
Industries
Information Technology
Manufacturing
Business Areas
Information Technology
Operations
Project Management
  • Main: team-leading and delivery management within two SOA-components for the Thermomix® Cloud Platform during Cook-Key® Go-Live Phase
  • Reporting to Vorwerk top-management of Thermomix® group
  • Communication to the software vendors of adjacent AWS microservices
  • Hands-on incident management in backend components.
  • Governance processes, change & release management
  • Automation of KPI-reporting
  • Integration of both microservices in the Thermomix® Cloud Platform
  • Hands-on collaboration with DevOps during deployment and configuration
  • Automated analysis of huge amount of log-records

Tools: Polarion, Kibana, Elasticsearch, Docker, C++, git, nginx, MySQL/MariaDB and other

Mar 2016 - May 2016
Wuppertal, Germany

Sr. Backend Developer for nginx-based microservices

Vorwerk

Position Summary
Sr. Backend Developer for nginx-based microservices at Vorwerk
Industries
Manufacturing
Business Areas
Information Technology
Product Development
  • Main: development of nginx web-server extension module for Thermomix® Cloud Platform
  • Full-cycle TDD-development of the low-latency persistent storage with a caching facilities – implemented as microservice component with REST API
  • Implementation of SOAP-client
  • SCRUM modus, unit & integration testing using BATS
  • Automation of build & packaging process in Jenkins

Tools: C++, nginx, MySQL/MariaDB, Polarion, gSOAP, swaggerhub, KVM, Docker, Jenkins and other

Mar 2016 - Mar 2016
Mannheim, Germany

Workshop Coach for Semantic Search and Web-Mining

AbbVie Inc. Concern

Position Summary
Workshop Coach for Semantic Search and Web-Mining at AbbVie Inc. Concern
Industries
Pharmaceutical
Business Areas
Information Technology
Research and Development
  • Coaching AbbVie employees of the research team
  • Subject targeted: "Semantic Search and Web-Mining"

Tools: rich own experience and the PowerPoint!

Jul 2014 - Jan 2016
Munich, Germany

R&D Consultant for automated high-precision navigation

BMW Group FIZ

Position Summary
R&D Consultant for automated high-precision navigation at BMW Group FIZ
Industries
Automotive
Business Areas
Information Technology
Product Development
Research and Development
  • Development of high-precision road-maps for the advanced driver assistance systems and autonomous car driving
  • Solution implementation in software (SCRUM dev modus)

Tools: C++, PostgreSQL, OpenCV, Linux toolset in wide range

May 2014 - Jun 2014
Munich, Germany

DB Transaction Analyst

xWare42 GmbH

Position Summary
DB Transaction Analyst at xWare42 GmbH
Industries
Banking and Finance
Business Areas
Business Intelligence
Finance
Information Technology
  • Develop DB-triggers for the detection of the fraud transactions
  • MySQL reporting for fraud transaction monitoring

Tools: MySQL/MariaDB, Linux toolset in wide range

Oct 2013 - Mar 2014
Munich, Germany

Consultant in Audio Recognition and Python Coach

wywy GmbH

Position Summary
Consultant in Audio Recognition and Python Coach at wywy GmbH
Industries
Information Technology
Professional Services
Business Areas
Information Technology
Project Management
Research and Development
  • Consulting in Audio Pattern Recognition
  • Coaching regarding Python, TDD, SCRUM
  • Deployment, Configuration, Provisioning (Docker, Puppet)
  • Microservices Architecture / Service-Oriented Architecture (SOA)

Tools: Python, pypy, numpy, Docker, Puppet, MATLAB, Linux toolset in wide range

May 2013 - Aug 2013
Munich, Germany

R&D Consultant for highly automated car driving

BMW Group FIZ

Position Summary
R&D Consultant for highly automated car driving at BMW Group FIZ
Industries
Automotive
Business Areas
Product Development
Research and Development
  • Assessing capabilities of sensors for the advanced driver assistance systems and autonomous car driving
  • Automated assessment and evaluation of huge amount of sensor data
  • Automated report generation suitable for technical and management decisions

Tools: MATLAB, LaTeX, XML, XSLT, C++, OpenCV, Linux toolset in wide range

Sep 2012 - Apr 2013
Munich, Germany

R&D Consultant for semantic search

Sopdu GmbH

Position Summary
R&D Consultant for semantic search at Sopdu GmbH
Industries
Information Technology
Business Areas
Information Technology
Research and Development
  • Apply semantic search engine for finding candidate, not job ads
  • Optimization of search output
  • Enhancement of context-based search
  • Analysis of applicability of the semantic search engine for the patent database

Tools: Python, MongoDB, Lucene/Elasticsearch, Java, Linux toolset in wide range

Oct 2011 - Jul 2012
Munich, Germany

Senior DevOp

Payback GmbH

Position Summary
Senior DevOp at Payback GmbH
Industries
Retail
Business Areas
Information Technology
Operations
  • Deployment automatization in distributed environment in SOA
  • Automatization of individual node configuration

Tools: Python, Oracle WebLogic 12, bash, Linux toolset in wide range

Apr 2009 - Sep 2011
Munich, Germany

R&D Consultant for semantic search

Sopdu GmbH

Position Summary
R&D Consultant for semantic search at Sopdu GmbH
Industries
Information Technology
Business Areas
Information Technology
Operations
Product Development
Research and Development
  • Design of semantic search engine for the job search applications
  • Extracting semantics from corpora using machine learning
  • Tuning up for user preferences using machine learning
  • Implementation of semantic search engine prototype
  • Full responsibility for the data-mining, text-mining and web-mining
  • Data-warehouse implementation
  • Deployment management
  • See also: Screencast Video

Tools: Python, MongoDB, R, Lucene/Elasticsearch, Java, GNU make, bash and Linux toolset in wide range

Mar 2009 - May 2011
Munich, Germany

Business Development Manager, EMC Documentum SOA

Reksoft GmbH

Position Summary
Business Development Manager, EMC Documentum SOA at Reksoft GmbH
Industries
Information Technology
Business Areas
Sales
  • Leads acquisition and support
  • Represents Reksoft outsourcing company in Germany

Tools: Phone, phone, phone and ring-ring-ring, well email client and PowerPoint

Jul 2007 - Mar 2009
Munich, Germany
On-site

On-site project coordinator at Fujitsu-Siemens

Reksoft GmbH

Position Summary
On-site project coordinator at Fujitsu-Siemens at Reksoft GmbH
Industries
Information Technology
Business Areas
Information Technology
Project Management
  • Main: coordination of 30+ employees developing software in about 20 projects for Fujitsu-Siemens
  • Represents Reksoft outsourcing company in Munich
  • Delivery management, conflict management
  • Budget & capacity planning

Tools: C# / .NET, Microsoft SharePoint

Jan 2007 - Jun 2007
Berlin, Germany

Self-employed start-up developer

Self-employed

Position Summary
Self-employed start-up developer at Self-employed
Industries
Information Technology
Business Areas
Information Technology
Product Development
Research and Development
  • Main: create a search service for finding alternatives to almost any well-known search term
  • Search service based on web mining is created: dooblet.com

Tools: R, Python, Django, Linux toolset in a wide range

Oct 2005 - Jan 2007
Berlin, Germany

Bioinformatician / Biostatistician / Software Developer

Epigenomics AG

Position Summary
Bioinformatician / Biostatistician / Software Developer at Epigenomics AG
Industries
Biotechnology
Pharmaceutical
Business Areas
Information Technology
Research and Development
  • Main: finding epigenetic biomarkers in DNA
  • preclinical exploratory research on Big Data
  • Moderation within regular software developer seminars

Tools: R, Sweave, Bioconductor, LaTeX, Affymetrix, Linux toolset in a wide range

Jun 2002 - Sep 2005
Hanover, Germany

Bioinformatician / Biostatistician / Software Developer

BioVision AG

Position Summary
Bioinformatician / Biostatistician / Software Developer at BioVision AG
Industries
Biotechnology
Business Areas
Information Technology
Research and Development
  • Main: create a parallelized software service for finding peptide biomarkers from huge amounts of data obtained via HPLC+Mass spectrometry approach
  • preclinical exploratory research on Big Data
  • Data mining in huge amounts of molecular-level measurement data
  • Data storytelling in exploratory protein analysis
  • Building a computer cluster of 50 nodes to speed up task solving
  • Developing software for the cluster

Tools: C++, R, OpenSSI, Linux toolset in a wide range

Sep 2001 - May 2002
Dresden, Germany

Sr. Software Developer

Cognitec AG

Position Summary
Sr. Software Developer at Cognitec AG
Industries
Information Technology
Business Areas
Information Technology
Product Development
  • Main: speed-up in-house face recognition software using Intel's Performance Libraries (approach proposed to the team during my interview)

Tools: C++, Intel MKL/IPP/IPL libraries, Linux toolset in wide range

Aug 2000 - Sep 2001
Moscow, Russian Federation

Head of Department, R&D Machine Learning & Neural Networks

R&D Center "Modul"

Position Summary
Head of Department, R&D Machine Learning & Neural Networks at R&D Center "Modul"
Industries
Information Technology
Business Areas
Information Technology
Research and Development
  • Main: supervise 3 R&D teams working on their individual projects based on machine learning and neural networks
  • Project successfully finished:
  • Automatic person recognition based on eye pupil images
  • Automatic person recognition based on arbitrary phrase
  • Automatic car surveillance system featuring speed measurements
Feb 1997 - Aug 2000
Moscow, Russian Federation

Team-Lead, R&D Machine Learning & Neural Networks

R&D Center "NTZ Modul"

Position Summary
Team-Lead, R&D Machine Learning & Neural Networks at R&D Center "NTZ Modul"
Industries
Aerospace and Defense
Information Technology
Business Areas
Information Technology
Research and Development
  • Main: create neural network paradigm with a transparent model for feasible and controllable training and recognition
  • Leading the team of 4 employees
  • Showed that SOM-neural networks could be enhanced to be successfully used for approximating complex multidimensional data distributions similarly to Gaussian Mixture Models
  • Based on enhanced SOM-networks two projects fulfilled for Jena-Optronik and DaimlerChrysler Aerospace

Tools: C++, Linux toolset in wide range

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Information Technology, Biotechnology, Aerospace and Defense, Telecommunication, Advertising, and Automotive.

Information Technology
Biotechnology
Aerospace and Defense
Telecommunication
Advertising
Automotive
Profile match chart

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Information Technology, Research and Development, Business Intelligence, Product Development, Strategy, and Operations.

Information Technology
Research and Development
Business Intelligence
Product Development
Strategy
Operations
Profile match chart

Summary

Freelance Principal Data Scientist & Mathematician (M.Sc.) with 20+ years of hands-on work in software and data-intensive systems, including 15+ years in applied statistics, machine learning, and industrial R&D. Operates at principal, staff, and lead level, combining deep mathematical thinking with strong implementation and delivery.

Designs and delivers mathematically sound, explainable ML models, statistical solutions, and advanced algorithms for complex, high-dimensional problems across advertising technology, telecom, insurance, automotive, bioanalytics, and computer vision.

Combines hands-on ML/AI, statistics, and software engineering (Python, R, Spark, C++, AWS/GCP) with technical leadership (CAO, tech lead, mentor) and a strong focus on turning R&D prototypes into robust, production-grade solutions.

Skills

Core Competences

  • Bioanalytics (Biostatistics, Bioinformatics, Omics)
  • Tech Leadership In R&D Projects (It + Data Science)
  • Advanced Statistical Modeling And Predictive Analytics
  • Big Data Analytics And Machine Learning
  • Data Mining, Text Mining, Pattern Recognition
  • It Development

My Typical Tech Stack

  • Python, R, C++, Kotlin, Scala
  • Mongodb, Postgresql, Mysql
  • Apache Spark, Hadoop
  • Aws (Ec2, Emr, Batch), Gcp
  • Linux Toolset, Docker, Git

Languages

German
Native
English
Native
Russian
Native

Education

Oct 1991 - Jun 1996

Moscow State University

M.Sc. Degree · Mathematics · Moscow, Russian Federation

Statistics

Experience

Total positions 28
Experience in Information Technology 15 y
Avg length 1 y 2 m
Longest experience 6 y 10 m

Global Experience

Countries worked in 2 (Germany, Russian Federation)
Primary country Germany

Expertise

Recent roles Sr. Data Scientist & Engineer, Sr. Data Scientist / Sr. Computer Scientist, Sr. Data Scientist (ML/DL)
Main industries Information Technology, Biotechnology, Aerospace and Defense
Main business areas Information Technology, Research and Development, Business Intelligence

Qualifications

Highest degree Master

Profile

Created

Frequently asked questions

Have questions? Find more information here.

Valery is based in Munich, Germany and can operate in on-site, hybrid, and remote work models.
Valery speaks the following languages: German (Native), English (Native), Russian (Native).
Valery has at least 28 years of experience. During this time, Valery has worked in at least 26 different roles and for 23 different companies. The average length of individual experience is 1 year. Note that Valery may not have shared all experience and actually has more experience.
Based on recent experience, Valery would be well-suited for roles such as: Sr. Data Scientist & Engineer, Sr. Data Scientist / Sr. Computer Scientist, Sr. Data Scientist (ML/DL).
Valery's most recent position is Sr. Data Scientist & Engineer at Virtual Minds.
In recent years, Valery has worked for Virtual Minds, Huawei Research Center, and Ludaciti GmbH.
Valery is most experienced in industries like Information Technology, Biotechnology, and Aerospace and Defense. Valery also has some experience in Telecommunication, Advertising, and Automotive.
Valery is most experienced in business areas like Information Technology, Research and Development, and Business Intelligence. Valery also has some experience in Product Development, Strategy, and Operations.
Valery has recently worked in industries like Information Technology, Advertising, and Telecommunication.
Valery has recently worked in business areas like Business Intelligence, Research and Development, and Strategy.
Valery holds a Master in Mathematics from Moscow State University.
Valery is immediately available for suitable projects.
Valery's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.
To hire Valery, click the Meet button on the profile to request a meeting and discuss your project needs.

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Market avg: 728-888 €
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.