My work spans across various domains of data science, machine learning, and healthcare informatics. This page provides an overview of my major project categories.
Data Science Projects
Gmail Newsletter Reporter
📧 A Python-based automation project that integrates Gmail, Google Sheets, Google Docs, Telegram and OpenAI APIs to streamline email summarization and report generation. It leverages CLI configurations to provide a seamless experience.
Polls Analyzer
📊💬 Streamlit App to Create & Analyze Polls. Design polls, collect responses, and visualize results in real-time 🚀. Get insights quickly with interactive charts and analytics 📈.
ML Feature Engineering FastAPI Docker
🤖 Docker Compose image with Uvicorn managed for a simple Machine Learning Feature Engineering FastAPI web application in Python 3.6 and above with multiple endpoints.
Healthcare & PhD Projects
🏆 ECoG Video Analysis - 1st Place Winner
🧠 1st Place Winner in the Data Analysis category at the Brain ECoG Hackathon among 69 teams and 404 participants from over 50 countries! 🌍
Advanced neural decoding pipeline for analyzing ECoG data with real-time video synchronization, interactive 3D brain visualizations, and state-of-the-art machine learning models achieving 89.6% accuracy in 7-class visual stimulus classification.
Key Achievements:
- 160-channel ECoG + 252 video trials with advanced artifact removal
- Multiple ML approaches: CSP-LDA, EEGNet, transformers
- Real-time video annotation with multi-region brain overlays
- Interactive web application with live brain-video playback
Suicide Prevention Survey
A Streamlit-based web app designed for Greek hospitals, allowing doctors to complete a survey for their patients to assess suicide risk.
COVID-19 Tabular Classification Genes
This tool is built by using machine learning techniques in order to help doctors in the diagnosis of COVID-19 status based only on genetic factors.
Non-coding Projects
Bonobo Gentlemen Podcast
A podcast series exploring personal development, technology, and life experiences. Each episode features in-depth discussions on various topics, from overthinking to personal growth.