Public profile
Irina Buntina
Connected with DSML. This person's Telegram account has been confirmed through DSML Kazakhstan.@buntinai
NLP engineer · Sber
I am NLP Engineer with 6+ years of experience turning data, machine learning and language models into practical business outcomes.
About
Experienced in building production-grade AI agents, Text-2-SQL systems, RAG-based applications and NLP solutions for analytics and operational automation. I have hands-on experience fine-tuning both encoder and decoder-based models for classification, generation and domain adaptation tasks. My work contributed to measurable business impact, including annualized cost savings of around $80K. Domains: Fintech, Telecom, E-commerce Tech stack: Python, SQL, PyTorch, TensorFlow, Pandas, NumPy, Scikit-learn, CatBoost, XGBoost LLM/NLP: Hugging Face Transformers, LangChain, LangGraph, LoRA, SFT, RAG MLOps & Data Tools: MLflow, Docker, CI/CD, Airflow, Git, Hadoop, PostgreSQL, Qdrant Deployment: FastAPI, model monitoring, Flask, offline evaluation, production ML workflows