Serhii Pedchenko
Serhii Pedchenko

Senior Python Engineer / Full-Stack ML Engineer

Open to offers · Member since 8 Nov 2026
Location
Kyiv, Ukraine
Desired salary
Unspecified
Work preference
Remote Only
Experience level
Senior

About

Professional summary

I am a Python engineer with full-stack experience in data products, machine learning, backend APIs, and operator-facing web applications. I build production systems from ingestion and data modeling through deployment, monitoring, and releases.

My focus is applied machine learning in high-impact workflows where output quality must be measurable and decisions need verification. I design systems with continuous evaluation, shadow rollouts, calibrated confidence, anomaly detection, and human-in-the-loop controls where appropriate.

I have built and shipped two production platforms end to end as the sole engineer. My work includes multi-tenant analytics and forecasting, document understanding, NLP pipelines, model evaluation, cloud infrastructure, and frontend dashboards.

I work primarily with Python, FastAPI, PostgreSQL, Redis, Celery, React, TypeScript, and Docker. I also use LightGBM, scikit-learn, CRF models, RAG, LLM APIs, LangGraph, and MCP for practical AI-enabled solutions.

Before transitioning into engineering, I spent eight years in commerce and procurement, progressing from sales management to head of procurement. This domain experience helps me turn complex operational processes into useful automation products.

I am based in Kyiv, Ukraine, and bring leadership experience in process design, team management, planning, onboarding, and technical ownership.

Skills

29 capabilities

Tech stack & tools

Working toolkit

Analytics

Application Hosting

Data Stores

Languages & Frameworks

Libraries

Monitoring

Experience

Career history

Full-stack Python & ML Engineer Client under NDA

I serve as the sole engineer for two production platforms, owning architecture, data pipelines, machine learning, backend services, frontend development, cloud deployment, and releases. I designed and built a multi-tenant analytics and forecasting platform that normalizes incompatible third-party feeds, manages versioned revisions and idempotent reprocessing, and continuously scores competing forecasting models against actuals.

I built an operator interface with dashboards, time-series charts, alerting, anomaly detection, and human confirmation for plan-changing actions. I also created a document-understanding pipeline that extracts structured contract terms, uses an ensemble of NLP models and an integrator for consistent readings, and applies automated evaluation gates and shadow deployment before promoting models.

I provision and operate cloud servers, implement tagged release workflows, expand-contract database migrations, CI checks for breaking changes, and monitoring with Prometheus and Grafana. I also authored the ownership model, review process, and onboarding documentation for an additional engineer.

Procurement automation Own initiative

I developed the first working version of a procurement monitoring system as an independent initiative while leading a business line. The system entered daily use and later evolved into the production platform described in my engineering work.

I applied procurement-domain expertise to automate monitoring workflows and create a practical foundation for data-driven operational decision-making.

Head of Business Line Company in the public-procurement sector

I led a department and dedicated business line in Ukraine's public-procurement sector. My responsibilities included process design, analytics, work with procurement platforms, and collaboration with counterparties.

This role deepened the domain knowledge that I later used to design and build procurement automation solutions.

Military Service Armed Forces of Ukraine

Completed military service in the Armed Forces of Ukraine.

The resume does not provide additional role responsibilities or technical details for this period.

Sales Manager → Head of Sales → Head of Procurement Private company, food-supply sector

Progressed over eight years from Sales Manager to Head of Sales and Head of Procurement in the food-supply sector. Led teams ranging from 5 to 22 people and was responsible for hiring, training, workload allocation, and performance metrics.

Managed volume and budget planning while developing operational processes and procurement expertise. This commercial and procurement background became the foundation for later automation work.

Education

Learning history

National University of Life and Environmental Sciences of Ukraine

Master's Degree, International Economic Management

Master's degree in International Economic Management.

CyberBionic Systematics and N-Code

Python Developer, Python Development

Certified Python Developer program.

This professional hasn’t added portfolio projects yet.

This professional hasn’t listed any services yet.

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