Giannis Tolios's Projects
Exploring the impact of COVID-19 on the Athens Airbnb Market by using data analysis, visualization and natural language processing.
Text classification on news articles with BERT.
Applying Topic Modeling on Climate Change News Articles.
Generating charts and animations for climate change data (GISTEMP v4), with the xarray and cartopy Python libraries.
Forecasting Atmospheric CO2 Concentration with Classical and Machine Learning Models.
Data science task for Connect Earth
Exploring the effect of COVID-19 in air pollution by using satellite data, with the sentinelsat and cartopy libraries.
Projects for Cybord
My Github Account README.md file
My personal website.
Data cleaning on surveys and other official data sources from EU institutions.
An Interactive Dashboard Providing Statistical Indicators and Analysis for EU Countries.
Greek Fake News Detector: A web app that detects fake news written in the greek language, based on spaCy and Streamlit.
Testing Github Actions with GAMS
Applying NLP on greek news articles.
Statistical Hypothesis Testing with the Pingouin Python Library.
Land Use and Land Cover (LULC) Classification using Convolutional Neural Networks and Transfer Learning
A binary classifier for mortgage approvals, based on XGBoost.
Object Detection with the PyTorch Library
An interactive dashboard for the COVID-19 pandemic, developed with the Dash framework.
Repository for the book Simplifying Machine Learning with PyCaret.
Insurance Charges Prediction App with PyCaret and Streamlit.
A simple python client to query the new eurostat API
Renewcast: Forecasting Renewable Electricity Generation in EU Countries.
COVID-19 Fake News Detection App.
Time Series Forecasting on Solar Irradiance Data with Classical and Machine Learning Models.
Forecasting wind park energy production, by using machine learning and deep learning algorithms.