Machine Learning & Backend Developer
ML & Backend developer from SPbPU, Russia. Building RAG systems, working with computer vision, writing backend in Python/FastAPI. Interested in production ML, MLOps, and LLM applications.
| Project | Description | Stack |
|---|---|---|
| MFE | Crypto price direction forecasting with technical indicators and ML | Python, Flask, scikit-learn, Binance API, Redis |
| MGD | YouTube video summarizer -- download, transcribe (Whisper), frame analysis, summary generation | Python, Whisper, RuT5, OpenCV, Gradio |
| PLA | Event aggregator platform -- Telegram bot with multi-source parsing and LLM enrichment | Python, Aiogram, SQLAlchemy, PostgreSQL, LLM |
| ME | Construction estimate analyzer -- Telegram bot with price parsing, ML predictions, PDF reports | Python, Aiogram, ML, Parsers, PDF generation |
| Project | Description | Stack |
|---|---|---|
| RAG | RAG over graph theory textbook -- TF-IDF retrieval, quiz generation, optional LLM enhancement   |
Python, Flask, scikit-learn, llama.cpp, Qwen |
| TSP | OCR/RAG document processing system -- team course project on software development technologies | Python, FastAPI, Flask, PostgreSQL, FAISS, Docker |
ML / Data: Python, PyTorch, OpenCV, scikit-learn, FAISS, TensorFlow
Backend: FastAPI, Flask, PostgreSQL, Docker, Git
