Kupecz Krisztián Bence
Mechatronics Engineer & AI Enthusiast.
Building intelligent solutions with Python, LLMs and Deep Learning.
Education & Thesis
Budapest University of Technology and Economics, Mechatronics Engineering MSc
Fine-tuning GPT models
Reviewed AI and NLP literature and I have fine-tuned BERT, GPT-2, T5 and Llama2 models on two different health databases (one of them was made by me) and evaluated the responses generated by the models and compared the original and the fine-tuned models using different methods.
University of Debrecen, Mechatronics Engineering BSc
Development of a robotic hand for performing unique grasping movements
I designed and 3D-printed a robotic hand capable of mimicking human gestures. Developed custom PCB and programmed in C++.
Hobbies & Free Time
My interests lie at the intersection of creative technology and pop culture. I enjoy delving into AI-based developments and professional courses to constantly broaden my horizons. The rest of my free time is filled with my passion for Japanese culture, the world of quality films and music, which always provide me with spiritual refreshment.
Certifications
100 Days of Code™: The Complete Python Pro Bootcamp
Udemy
The Data Science Course: Complete Data Science Bootcamp 2025
Udemy
Microsoft Azure: From Zero to Hero - The Complete Guide
Udemy
Computer Vision Masterclass
Udemy
Learn SQL / MySQL database basics FOR FREE
Udemy
Fundamentals of Data Visualization in Tableau
Udemy
Projects
Fullstack Customer Churn Prediction System
A fullstack Machine Learning application that predicts customer churn and provides real-time predictions through a deployed API and interactive web interface.
CV Processing and Validation Web Application
A full-stack automated parsing and validation system that uses Large Language Models (LLMs) to evaluate job candidates against specific requirements.
Autonomous CV Analyzer Agent
An AI-powered recruitment tool that automates resume screening and candidate-job alignment using LLM reasoning.
Local SQL Agent with LLM Feedback
An intelligent database assistant that transforms natural language questions into executable SQL queries with automated error correction.
End-to-End Customer Churn Prediction System
An end-to-end Machine Learning solution that predicts customer attrition and serves real-time inferences through a containerized FastAPI application.
RAG PDF Chatbot with Phi-2/TinyLlama
A private, local Knowledge Retrieval system that allows users to have context-aware conversations with PDF documents using Vector Search and SLMs.
Customer Churn Prediction with Explainable AI
A modular machine learning framework that predicts customer attrition and identifies key churn drivers using SHAP interpretability.
House Price Prediction & Investment Analysis
A high-precision predictive engine using Stacking Ensemble methods to identify undervalued real estate investment opportunities.
European Football Analytics Dashboard
An integrated football analytics platform merging real-world European league data with FIFA/FC player statistics for deep tactical insights.
Emotion Recognition CNN
A deep learning-based computer vision pipeline designed to detect human faces and classify emotional states in static images and live video streams.
Automated CSV Reporting Pipeline
A Python-based automated workflow that transforms raw sales data into professional HTML executive dashboards with integrated email distribution.
Medical QA Fine-Tuning
Fine-tuned GPT-2 model on medical Q&A datasets for domain-specific responses.
RAG Prompt Engineering Experiments
Retrieval-Augmented Generation (RAG) chatbot for querying PDF documents using local LLMs.
Manga Webshop
Full-stack e-commerce web application for browsing and purchasing manga products.
Breakout Game in MATLAB
Classic Breakout game implemented in MATLAB with real-time physics and score tracking.
Personal Developer Portfolio
A modern, responsive portfolio website built with Next.js to showcase projects, skills, and experience.