Dimitris Mantzekis

about-me:$|

Hi there! I'm Dimitris Mantzekis, a software engineer based in Lamia, Greece. I have a passion for building innovative software that solves real-world problems. With over 5 years of experience, I specialize in web development, working primarily with PHP and Javascript.
I'm particularly interested in the field of machine learning and have published three papers on the subject. My research focuses on the application of Recurrent Neural Networks on human driving behaviour.
When I'm not coding, you can usually find me playing video games, watching movies, or listening to electronic music. I'm also a fan of hiking and outdoor activities, and I enjoy exploring the beautiful nature that Greece has to offer.
I'm always looking for new challenges and opportunities to grow as a developer and as a person.

contact-me:$|

You can contact me at the email and phone number below

Phone: +30 698 3396 405
Email: d.mantzekis@gmail.com

skills:$|

Programming Languages

JavaScript: +++++
React: +++++
jQuery: +++++
Python: +++++
PHP: +++++
HTML/CSS: +++++

DataBases

MySQL: +++++
SQL Server: +++++
SAP Hana: +++++

Data analysis and Neural Networks

Keras Framework: +++++
NumPy: +++++
Pandas: +++++
SciPy: +++++

Social skills

Awesomeness: ++++++++++++++++++++

experience:$|

Full-stack Developer

Direct Solutions P.C.

2020 - Present

Implemented software developments and changes
Developed new REST APIs
Created live analytics systems on Car telemetry data
Created web application for Car Sharing
Developed a Python Parser for live telemetry data

Signals Arm

Greek Army

2019 - 2020

I served the compulsory military service in Greece as a radio operator.

Classification of driving behavior using hybrid methods

Personal research project

2019 - 2020

I developed a hybrid method o classifying driving data to determine the driving behavior of the driver using Recurrent neural networks, histogram creation with Kalman filters and SVM as final classifier.

publications:$|

Savelonas, M.; Vernikos, I.; Mantzekis, D.; Spyrou, E.; Tsakiri, A.; Karkanis, S. Hybrid Representation of Sensor Data for the Classification of Driving Behaviour. Appl. Sci. 2021, 11, 8574. https://doi.org/10.3390/app11188574

M. Savelonas, D. Mantzekis, N. Labiris, A. Tsakiri, S. Karkanis and E. Spyrou, "Hybrid Time-series Representation for the Classification of Driving Behaviour," 2020 15th International Workshop on Semantic and Social Media Adaptation and Personalization (SMA, Zakynthos, Greece, 2020, pp. 1-6, doi: 10.1109/SMAP49528.2020.9248460.

D. Mantzekis, M. Savelonas, S. Karkanis and E. Spyrou, "RNNs for Classification of Driving Behaviour," 2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA), PATRAS, Greece, 2019, pp. 1-2, doi: 10.1109/IISA.2019.8900693.

Dimitris Mantzekis:$|

Find me online:

about-me:$|

contact-me:$|

skills:$|

experience:$|

Full-stack Developer

2020 - Present

Signals Arm

2019 - 2020

Classification of driving behavior using hybrid methods

2019 - 2020

publications:$|

Savelonas, M.; Vernikos, I.; Mantzekis, D.; Spyrou, E.; Tsakiri, A.; Karkanis, S. Hybrid Representation of Sensor Data for the Classification of Driving Behaviour. Appl. Sci. 2021, 11, 8574. https://doi.org/10.3390/app11188574

D. Mantzekis, M. Savelonas, S. Karkanis and E. Spyrou, "RNNs for Classification of Driving Behaviour," 2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA), PATRAS, Greece, 2019, pp. 1-2, doi: 10.1109/IISA.2019.8900693.