Ioan Stelian Lungu
AI/ML Engineer | Production ML Systems | Published Researcher
AI/ML Engineer specializing in production-ready machine learning systems for manufacturing and automotive applications. Published researcher with 3 peer-reviewed papers in ACTA TECHNICA NAPOCENSIS (2025) focusing on Graph Convolutional Networks and AI-driven vehicle systems. Proven expertise in deploying production ML models achieving 99.77% accuracy (R² = 0.9977) for real-time telemetry applications.
R² 0.9977
GCN Model Accuracy
3 Papers
Published 2025
Real-Time
ML Deployment
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
Data Analytics & Process Automation Intern
CARGO-PARTNER
Jul 2023 - Jan 2024
Cluj-Napoca
- Automated document processing with Python
- Created dashboards for logistics operations
- Reduced manual processing time by 40%
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 TECHNICA NAPOCENSIS, Vol 62, No 1, 2025
First Author R² = 0.9977, RMSE = 0.0367 kW
AI-Driven Power Consumption Analysis for Solar Electric Vehicles
ACTA TECHNICA NAPOCENSIS, 2025
Co-Author (with Alexandra Petric)
Graph Neural Network Model for Predicting Electric Vehicle Battery Voltage
ACTA TECHNICA NAPOCENSIS, 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
AWS Cloud Architecture
September 2025 (Bittnet, 16h)
English B2 Certificate
May 2024
Get in Touch
Contact Information
I'm currently available for new opportunities. Feel free to reach out via email or phone.