Ioan Stelian Lungu
AI/ML Engineer | Production ML Systems | Published Researcher
Engineering graduate with hands-on experience in Python, data processing, and web development. Currently building a personal blog with Astro, Tailwind CSS, and Appwrite (SSR on Cloudflare Pages). Published 3 research papers on machine learning applications. Eager to learn full-stack development with Node.js and React in a collaborative team environment.
Experience
ML/AI Engineer - Telemetry & Data Systems
Solis UTCN
Jan 2024 - Present
Cluj-Napoca
- Deployed GCN achieving 99.77% accuracy for energy prediction in EVs
- Built end-to-end data pipelines for vehicle telemetry
- Integrated ML models with real-time systems
- Implemented MLOps: versioning, validation, monitoring
Python PyTorch GCN/GNN Docker Linux
Transport & Logistics Intern
CARGO-PARTNER
Jul 2023 - Jan 2024
Cluj-Napoca
- Processed international transport orders and documentation
- Created Python scripts to automate document processing tasks
- Generated reports for logistics operations
Python Data Visualization ERP Systems
Education
Master's - Engineering and Quality Management
Technical University of Cluj-Napoca
2024 - Present
Bachelor's - Economic Engineering (Electronics)
Technical University of Cluj-Napoca
2020 - 2024
High School - Economy
Economic High School "Iulian Pop"
2016 - 2020
Publications
Graphical Convolutional Networks Based Regenerative Brake Energy Prediction System for Solar-Powered Electric Vehicles
ACTA ELECTROTEHNICA, Volume 62, Number 1, 2025
First Author R² = 0.9977, RMSE = 0.0367 kW
AI-driven power consumption analysis for a solar electric vehicle
ACTA ELECTROTEHNICA, 2025
Co-Author (with Alexandra Petric)
Graph Neural Network Model for Predicting Electric Vehicle Battery Voltage
ACTA ELECTROTEHNICA, 2025
Co-Author (with Sabina Volcov)
Projects & Competitions
Facial Emotion Recognition (CNN)
Bachelor Thesis | Apr - Sep 2024
- CNN with InceptionV3 architecture
- Real-time inference for marketing/healthcare
Python TensorFlow OpenCV
Precision Agriculture Platform
SAS-UTCN Competition | Nov 2023
- NASA/ESA satellite data integration
- Google Earth Engine API
Python Jupyter Pandas GEE
View Project →
Bosch Future Mobility Challenge
Nov 2022 - Mar 2023
- Autonomous driving systems
- Path planning algorithms
Python Computer Vision Sensor Fusion
Competitions
NASA Space Apps Challenge
Sep 2023
Participant
MINOAN ROBOTSPORTS
Apr 2023
🥉 3rd Place Rally
Sumo Robotic (BattleLab)
May 2023
Participant
Skills & Certifications
ML & AI
PyTorch TensorFlow Scikit-learn GCN/GNN CNN/DNN InceptionV3
Programming
Python C++ C SQL Java MicroPython
Data Engineering
Pandas NumPy Jupyter Feature Engineering ETL Data Viz
MLOps & Infrastructure
Docker Linux Git CI/CD Model Deployment
Cloud & Web
AWS Cloudflare Astro Tailwind CSS
Engineering
MATLAB Vivado OrCAD Microcontrollers
Languages
- English B2 (Certified)
- Romanian Native
Certifications
ISC² Certified in Cybersecurity (CC)
February 2025
Arhitectura cloud pe AWS – principii și bune practici
Bittnet Systems · 16 ore · Seria BT Nr. 2144 · 10 Septembrie 2025
English B2 Certificate
May 2024