
Konstantinos Christantonis
IT Assistant

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About me
MSc Data Scientist
Education

Democritus University of Thrace, Greece
2011 - 2016Diploma Production and Management Engineering 7.38/10Dissertation: Benefits and Limitations of Simulation.A literature review on the prospect of simulation tools regarding different engineering scenarios.

International Hellenic University
2017 - 2019Master of Science - MS Data Science (8,55/10)Dissertation: Data Mining for Smart Cities. The thesis focuses on short-term electricity forecasting based on weather and past electricity consumption. It also offers an analysis of household appliances and the individual predictability they bring upon the total electricity load.

Budapest University of Technology and Economics
2015 - 2016Erasmus School of Mechanical Engineering
Experience

Hellenic Army
Sept 2016 - Jun 2017IT Assistant• IT assistant to the deputy governor of the camp. Assisted mostly on basic MS Office tasks.

Demetra Agriculture
Jul 2017 - Sept 2017Desk ClerkSeasonal operator of ERP system named ‘Vegoritis’. • The main duties were to update and insert new data into the system, while visualizing the progress in sales on a weekly basis.

International Hellenic University
Dec 2019 - May 2023Research AssistantMember of Intelligent Systems Laboratory and actively involved in projects regarding Natural Language Processing and Recommender Systems.• Developed a streaming framework that utilizes an online Speech-to-Text service for real time subtitles synchronization for theatrical plays. The schema includes several key practices of NLP such as character-based matching, tf-idf and LSTM. The results manage to successfully identify 95% of subtitles with mean delay less than 2 seconds.• Developed ETL components and performed evaluation on recommenders (Mean Reciprocal Rank), deployed on retail e-shops, while also engaged on customers shopping behavior prediction (purchase intent) through sequential models such as LSTM and GRU with binary accuracy higher than 97%.• Designed and developed a recommendation framework that crawls data and applies content and graph-based methods such as node2vec for the needs of a tourism agency chatbot.• Developed an automatic information extraction tool (structure/responsibilities) on Greek Government Gazette documents, through deep learning (NER,Question-Answering) and rule-based approaches. The ML models outperform the rule-based implementations, achieving 91% accuracy on the structure task and 61% on the responsibilities task. Show less

Workearly Greece
Sept 2023 - Aug 2024IT Consultant• Contributing actively to the R&D team, with a focus on developing applications using Large Language Models for sports analytics and educational purposes.• Developing new learning materials for Data Science and Machine Learning courses, concurrently maintaining existing content for programming languages, SQL/Python.• Conducting live sessions to ensure clients' understanding and proficiency in the learning process.
Licenses & Certifications
- View certificate

Deep Learning Specialization
CourseraJul 2021 - View certificate

Statistics Foundations: 3
LinkedInFeb 2019 - View certificate

The Ultimate MySQL Bootcamp: Go from SQL Beginner to Expert
UdemyFeb 2023 - View certificate

The Essential Elements of Predictive Analytics and Data Mining
LinkedInJan 2019 - View certificate

Natural Language Processing Specialization
CourseraMar 2022 - View certificate

Tableau 2022 A-Z: Hands-On Tableau Training for Data Science
UdemyApr 2023
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