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Efstathios Siatras

Machine Learning Engineer

UCL DARK Lab

Technologies

My Portfolio Highlights

My New Course

Introduction to Python

Insights artist, transforming data into visually stunning masterpieces of knowledge.

My Work

Take a look at my latest work.

course

Data Manipulation with pandas

course

Introduction to Python

course

Intermediate Python

My Certifications

These are the industry credentials that I’ve earned.

Other Certificates

AI for Global Goals & University of Oxford & Canadian Institute for Advanced Research Oxford Machine Learning Summer School (OxML 2023)

DataCamp Course Completion

Take a look at all the courses I’ve completed on DataCamp.

My Work Experience

Where I've interned and worked during my career.

AI Team, National & Kapodistrian University of Athens | Jan 2023 - Present

AI Research Associate

• Conducting experiments to evaluate the performance of multilingual language models by fine-tuning on the GreekQA dataset and transfer learning with a zero-shot cross-lingual approach on multiple datasets of other languages. • Supervising the collection of additional question-and-answer pairs for the GreekQA dataset by crowdworkers.
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National & Kapodistrian University of Athens | Oct 2022 - Present

Teaching Assistant

• K08: Data Structures & Algorithms, Spring 2023 • YS02: Artificial Intelligence, Fall 2022

AI Team, National & Kapodistrian University of Athens | Jan 2022 - Sep 2022

Undergraduate Research Assistant

• Completed my Bachelor's thesis "GreekQA: A Crowdsourcing Platform and its Use for Creating a Greek Question Answering Dataset" in collaboration with the AI Team of the National & Kapodistrian University of Athens. • Computed the Greek Wikipedia’s internal PageRanks to select high-quality articles in Greek and curated passages. • Implemented a web crowdsourcing annotation platform for the collection of question and answer pairs on curated passages. • Analyzed the questions, answers, and the reasoning required to answer the questions based on the corresponding passages. • Evaluated the human performance on proposed GreekQA dataset for future experimental evaluation of language models.

METIS Cyberspace Technology S.A. | Oct 2021 - Sep 2022

Data Scientist, Machine Learning

• Undertook the continuity of the EU-funded Question Answering System in Maritime (QAMar) project. Improved and extended the custom named entity recognition and intent classification of QAMar for the purposes and functioning of a virtual assistant chatbot. • Conducted research on a vessel speed optimization project targeting fuel consumption minimization based on particle swarm optimization, time-series segmentation, and vessel performance prediction models using maritime weather forecasting. Made run time ∼ 20 times faster by delivering an implementation that uses Numba JIT compiler for Python. • Designed deep learning, tree-based ensemble, and statistical models for maritime tabular data regression and classification. • Βuilt data pipelines for the maintenance of tables with a change data capture design through jobs orchestration. • Automated the monitoring, retraining and deployment process of ML models building experimental end-to-end ML pipelines. • Implemented a vessel performance analysis and route cost prediction application for the estimated routes of vessels. • Designed and implemented interactive data visualization dashboards of maritime applications for end users.

METIS Cyberspace Technology | Jul 2021 - Oct 2021

Data Engineer Intern

• Proposed and implemented an unsupervised sensor data anomaly detection system combining statistical and deep learning techniques. Incorporated this system into a data pipeline that handles over 10 billion raw measurements per month. • Built a sensor data reception quality evaluation system that detects and assesses the lost measurements from sensor devices. • Evaluated the categorization of sensor devices by applying data profiling and multiclass classification algorithms.

National & Kapodistrian University of Athens | Feb 2020 - May 2020

Undergraduate Laboratory Teaching Assistant

• K08: Data Structures & Algorithms, Fall 2020

My Education

Take a look at my formal education

Bachelor of Science in Computer ScienceNational & Kapodistrian University of Athens | 2022

About Me

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