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.
Experience
Solis UTCN
Jan 2024 - Present
Cluj-Napoca
ML/AI Engineer - Telemetry & Data Systems
- 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
CARGO-PARTNER
Jul 2023 - Jan 2024
Cluj-Napoca
Data Analytics & Process Automation Intern
- Automated document processing with Python
- Created dashboards for logistics operations
- Reduced manual processing time by 40%
Education
Master's - Engineering and Quality Management
Technical University of Cluj-Napoca
Bachelor's - Economic Engineering (Electronics)
Technical University of Cluj-Napoca
High School - Economy
Economic High School "Iulian Pop"
Projects
Facial Emotion Recognition (CNN)
Bachelor Thesis | Apr - Sep 2024
- CNN with InceptionV3 architecture
- Real-time inference for marketing/healthcare
Precision Agriculture Platform
SAS-UTCN Competition | Nov 2023
- NASA/ESA satellite data integration
- Google Earth Engine API
Bosch Future Mobility Challenge
Nov 2022 - Mar 2023
- Autonomous driving systems
- Path planning algorithms
Publications
Graphical Convolutional Networks Based Regenerative Brake Energy Prediction System for Solar-Powered Electric Vehicles
ACTA TECHNICA NAPOCENSIS, Vol 62, No 1, 2025
AI-Driven Power Consumption Analysis for Solar Electric Vehicles
ACTA TECHNICA NAPOCENSIS, 2025
Graph Neural Network Model for Predicting Electric Vehicle Battery Voltage
ACTA TECHNICA NAPOCENSIS, 2025
Skills
ML/DL & AI
Programming
Data Engineering
MLOps & Infra
Cloud & Web
Engineering
Languages
Certifications
ISC² Certified in Cybersecurity (CC)
February 2025
AWS Cloud Architecture
September 2025 (Bittnet, 16h)
English B2 Certificate
May 2024
Competitions
| Competition | Date | Result |
|---|---|---|
| NASA Space Apps Challenge | Sep 2023 | Participant |
| MINOAN ROBOTSPORTS | Apr 2023 | 🥉 3rd Place Rally |
| Sumo Robotic (BattleLab) | May 2023 | Participant |