Kostas Georgiou's Portfolio

Open Source Projects

Machine Learning

Cross-scale MAE

Official Code of the paper 'Cross-Scale MAE: A Tale of Multi-Scale Exploitation in Remote Sensing'

PyTorchMIMComputer-Vision

Code Paper

Minecraft AI

A Reinforcement Learning agent that learns how to to solve maze missions in Minecraft.

PyTorchReinforcement-LearningMinecraft

Code

3D Semantic Segmentation

Semantic Segmentation with Transformers on 3D Medical Images.

PyTorchOpenCVSegFormerSemantic-SegmentationMedical-Imaging

Code

Transformer-based Question Answering using BERT

BERT-based question answering/reading comprehension methods on Rinehart Novels.

PyTorchSpaCyHuggingFaceTransformersBERT

Code

Accident Severity Prediction

Predicting the severity of car accidents from various attributes.

PandasScipyBayesian-OptimizationXGBoostLogistic-RegressionNeural-NetworkK-Means

Code

Hybrid Girvan Newman

Hybrid Girvan Newman. Code for the `A Distributed Hybrid Community Detection Methodology for Social Networks` paper.

Apache-SparkCommunity-DetectionGraphFramesMySQL

Code Paper

COVID-19 Vaccination Prediction

Simultaneous Time Series Forecasting on the global COVID-19 Daily Vaccinations.

TensorflowLSTMsMultivariate-Time-Series

Code

Instagram Likes Prediction

First attempt on predicting the likes a photo will get on Instagram.

TensorflowOpenCVInstagramScraperCNN

Code

Reinforcement Learning - Value Iteration

Implementation of value iteration algorithm for calculating an optimal MDP policy.

Markov-Decision-ProcessValue-IterationRL

Code

Vanilla Numpy CNN

A Vanilla Numpy-only Convolutional Neural Network.

NumpyCNNVanilla-Implementation

Code

Vanilla Numpy Neural Network

A Vanilla Numpy-only Feed-Forward Neural Network.

NumpyNeural-NetworkVanilla-Implementation

Code

Bots

Youtube Comment Bot

A bot that post the first comment on every new video of specified channels.

YoutubeGmailDropboxMySQLAWSRDSCircleCIHeroku

Code Demo

Job Application Bot

A bot that automatically sends emails to new ads posted in any desired xe.gr search url.

GmailDropboxMySQLAWSRDSCircleCIHerokuCrawlerScraper

Code

PyPi Packages

High SQL

A high-level sql command utility. Currently only MySQL is supported.

PyPiMySQLCircleCIwrapper

Code PyPi

Cloud File Manager

A high-level filemanager utility for cloud services. Currently only Dropbox is supported.

PyPiDropboxCircleCIwrapper

Code PyPi

YAML Wrapper

A YAML configuration wrapper.

PyPiCircleCIyamlconfigurationwrapper

Code PyPi

Color Logger

A logger with text formatting using termcolor.

PyPiCircleCIloggertermcolor

Code PyPi

Email Sender

A utility for sending emails with attachments. Currently only Gmail is supported.

PyPiGmailwrapper

Code PyPi

Benchmark Tools

A collection of benchmarking tools.

PyPiCircleCIbenchmarking

Code PyPi

Misc Projects

TuneCraft

Effortlessly create personalized Spotify playlists with fresh, undiscovered tracks tailored to your taste, by checking all your liked songs and existing playlists to provide you with truly new music.

Spotifyautomation

Code

Spotify Button Presser

An app that clicks a physical button whenever Spotify starts playing on the target device.

RaspberryPISpotifySwitchBotbutton-presserautomationsmart-home

Code

Cross The Floor

Uses Sankey Diagrams to visualize politicians that have `crossed the floor` from election to election.

Sankey-DiagramParliamentScraperVisualization

Code

2D Shooter Game

Simple 2d shooter game written with JavaScript and the p5.js library.

P5.jsgameshooter-game

Code Demo

Quantum Mechanics Quiz App

Android app with 10 questions about Quantum Mechanics.

Android-AppAppJavaQuantum-MechanicsQuiz

Code