Skip to content

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

12 Commits
 
 

Repository files navigation

Michael Vasiljev


About me

I am an AI / LLM Engineer and Data Scientist with 3+ years of industry experience building and deploying production-grade machine learning systems, primarily in NLP and LLM-based applications.

I work at the intersection of classical ML, modern LLM pipelines, and applied MLOps, focusing on solving real business problems with measurable impact. I have hands-on experience delivering end-to-end ML solutions — from problem formulation and experimentation to online inference in production.


Core expertise

LLM & NLP

  • Prompt engineering and LLM-based system design
  • Retrieval-Augmented Generation (RAG) pipelines
  • Embedding models and semantic search
  • Text classification and Named Entity Recognition (NER)
  • Practical experience with Russian-language NLP and multilingual models

Models & Frameworks

  • BERT, RoBERTa
  • LLaMA, Mistral, Qwen, DeepSeek
  • PyTorch, Hugging Face, scikit-learn

Production & MLOps

  • Online inference and API-based ML services
  • FastAPI-based model serving
  • Docker, CI/CD pipelines
  • Experiment tracking with MLflow

Selected projects

CheckDocAI AI-powered Telegram bot for automated document quality control, successfully deployed in commercial use.

  • Led a small cross-functional team (data scientists + backend engineer)
  • Designed and implemented the ML pipeline (CV + NLP components)
  • Achieved a measurable business impact: ~40 human-hours saved per month
  • Tech stack: PyTorch, YOLO, ONNX, Albumentations, CVAT, aiogram

Open-source & public activity

  • Contributor to PySAD — an open-source library for anomaly detection in streaming data
  • Author of technical articles on anomaly detection methods (HBOS, ECOD, Isolation Forest)
  • Speaker at Positive Hack Days 2025: “Anomaly Detection with Python”

Background

  • Specialist degree in Thermal Engineering, Moscow Aviation Institute
  • Specialist degree in Linguistics and Translation, Moscow Aviation Institute
  • Solid foundation in mathematics, statistics, and algorithms

About

Config files for my GitHub profile.

Topics

Resources

Stars

Watchers

Forks

Releases

Packages

Contributors