Serhii Liutov

Engineered a hybrid recommendation pipeline using XGBoost and SHAP, developed an LLM-powered Mood Explainer with Google Gemini, and architected a scalable FastAPI microservice with caching and database optimization.

Architected an enterprise-grade multi-agent platform for CI/CD migration, orchestrated LangGraph agents via AWS Bedrock, and built high-concurrency FastAPI microservices. Implemented RAG pipelines and HITL workflows, and standardized development with Docker and Alembic.

Built 30+ dashboards on Dune Analytics for trader segmentation and protocol health, designed SQL models for financial metrics, and maintained real-time ETL pipelines using Dune's Spellbook architecture.

Built and maintained Dagster and dbt pipelines for Snowflake analytics, calculated key behavioral indicators, and created interactive Power BI dashboards with AI features.

Engineered a RAG AI platform using LangChain and OpenAI to query a multimodal knowledge base, fine-tuned LLM agents for summarization and entity extraction, and developed multimodal pipelines for due diligence.

Architected enterprise LLM chatbots with OpenAI, LangChain, and Snowflake, fine-tuned LLMs for classification, and engineered Monte-Carlo models for productivity forecasting and risk assessment.

Applied graph-based ML for on-chain forensics, developed NER models with BERT, and built Monte-Carlo simulations for trading activity analysis.

Implemented ML anomaly detection on IoT sensor data, built logistic regression scoring models, deployed BERT-based NLP for product classification, and engineered web-scraping pipelines.

Evaluated high-volume social and network data for qualitative and quantitative analysis of technology ecosystems.

Engineered data models for operational analysis, scam detection, and risk assessment of tech startups.

Engineered Probability of Default models in R, built credit scoring models with logistic regression, and orchestrated macroeconomic data pipelines.

Intensive program covering Applied Statistics, Deep Neural Networks (TensorFlow/Keras), and Advanced ML Algorithms.

Master of Arts in Economics (taught in English) from the Kyiv School of Economics.

Master of Arts in Management of Innovation from the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute".

Grade: with honors

Bachelor of Arts in Nuclear Engineering (with honors) from the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute".