Smartfield Yield Forecast Ensemble
Built ensemble models for precise fertilizer and growth regulator scheduling, boosting yields via data-driven interventions.
Aristotelis Tsoutsanis
AI/ML Engineer and Researcher
Computer Vision
NLP
VLMs
Traditional ML
About
AI/ML Engineer with experience across Computer Vision and NLP. Proven track record in Vision-Language Models, autonomous systems, and traditional ML.
Latest Professional Experience
Machine Learning Engineer · OSeven Telematics
December 2024 – Present · Remote
- Developing machine learning models to improve road safety and driving behavior through telematics.
Machine Learning Engineer · PreciTaste
October 2022 – September 2024 · Munich, Germany
- Pioneered research on Vision-Language Models (VLMs) with resource-efficient architectures using pre-trained backbones.
- Enhanced deep learning pipelines for reliability and speed.
- Developed advanced backend services, including an innovative auto-labeling tool powered by Segment Anything.
Highlighted Projects
Vision-based Autonomous Driving
End-to-end lane keeping and steering control prediction; experiments on Udacity and TU Munich simulators and datasets.
Academic Background
Marie Skłodowska-Curie Fellow - EU, National Technical University of Athens
2024 – Present · PhD, Machine Learning and Road Safety
- Conducting cutting-edge research in road safety using telematics data.
- Implemented a framework that detects harsh cornering events using mobile sensor data from drivers.
- Supported by the IVORY Project, funded by the prestigious Marie Skłodowska-Curie Actions (MSCA).
Technical University of Munich
2022 – 2024 · Master's in Computer Science
- Specialized in Computer Graphics, Machine Learning, and Robotics.
- Smartfield — Developed yield forecast ensemble models for precise fertilizer and growth regulator applications, achieving deviations under 2 days and improved yields.
- Vision-based autonomous driving models: Udacity Autonomous Driving Project · TUM Driving Project
National and Kapodistrian University of Athens
2016 – 2021 · Bachelor's in Computer Science
- Completed advanced projects in machine learning.
- Developed image classification models and predictive systems.
Technical Skills
Python
C/C++
PyTorch
OpenCV
NumPy
Pandas
PySpark
MLflow
FastAPI
Git
Google Cloud & AWS