Valery Khamenya-AdTech Engineer & Data Scientist
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Experience
Sr. Data Scientist & Engineer
Virtual Minds
- 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
Sr. Data Scientist / Sr. Computer Scientist
Virtual Minds
- 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
Sr. Data Scientist (ML/DL)
Huawei Research Center
- 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
Consultant on Parallelized Statistical Computations
DEVK Rückversicherung
- 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
Sr. Data Scientist (ML, NLP and Semantic Search)
Gulp GmbH
- 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
Spark Architect / Sr. Big Data Engineer (Spark)
Münchener Hypothekenbank eG
- 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
Chief Analytics Officer (CAO)
Ludaciti GmbH
- mentoring for Advanced Analytics
- Multivariate Analysis, Correspondence Analysis, Cause and Effect Analysis, Factor Analysis, ICA, PCA, etc.
Tools: R / RStudio, Python / PyTorch
Sr. Data Scientist
Telefónica Germany GmbH & Co. OHG
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)
Roll-out manager for the mission-critical innovation presentations
Frog Design & Deutsche Telekom AG
- 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
Attribution modeling consultant
ProSieben
- 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
Team-Lead / Delivery Manager during Go-Live Phase
Vorwerk
- 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
Sr. Backend Developer for nginx-based microservices
Vorwerk
- 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
Workshop Coach for Semantic Search and Web-Mining
AbbVie Inc. Concern
- Coaching AbbVie employees of the research team
- Subject targeted: "Semantic Search and Web-Mining"
Tools: rich own experience and the PowerPoint!
R&D Consultant for automated high-precision navigation
BMW Group FIZ
- 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
DB Transaction Analyst
xWare42 GmbH
- Develop DB-triggers for the detection of the fraud transactions
- MySQL reporting for fraud transaction monitoring
Tools: MySQL/MariaDB, Linux toolset in wide range
Consultant in Audio Recognition and Python Coach
wywy GmbH
- 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
R&D Consultant for highly automated car driving
BMW Group FIZ
- 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
R&D Consultant for semantic search
Sopdu GmbH
- 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
Senior DevOp
Payback GmbH
- Deployment automatization in distributed environment in SOA
- Automatization of individual node configuration
Tools: Python, Oracle WebLogic 12, bash, Linux toolset in wide range
R&D Consultant for semantic search
Sopdu GmbH
- 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
Business Development Manager, EMC Documentum SOA
Reksoft GmbH
- Leads acquisition and support
- Represents Reksoft outsourcing company in Germany
Tools: Phone, phone, phone and ring-ring-ring, well email client and PowerPoint
On-site project coordinator at Fujitsu-Siemens
Reksoft GmbH
- 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
Self-employed start-up developer
Self-employed
- 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
Bioinformatician / Biostatistician / Software Developer
Epigenomics AG
- 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
Bioinformatician / Biostatistician / Software Developer
BioVision AG
- 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
Sr. Software Developer
Cognitec AG
- 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
Head of Department, R&D Machine Learning & Neural Networks
R&D Center "Modul"
- 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
Team-Lead, R&D Machine Learning & Neural Networks
R&D Center "NTZ Modul"
- 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
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Experienced in Information Technology, Biotechnology, Aerospace and Defense, Telecommunication, Advertising, and Automotive.
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.
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
Education
Moscow State University
M.Sc. Degree · Mathematics · Moscow, Russian Federation
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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